warning: commands will be executed using /bin/sh job 5733 at Thu Oct 2 09:54:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse23-140806/YutaMouse23-140806/YutaMouse23-140806 ElecNo 3 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 1972528 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 657509 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34928 members Mstep: Class 2 contains 34699 members Mstep: Class 3 contains 34698 members Mstep: Class 4 contains 34441 members Mstep: Class 5 contains 34371 members Mstep: Class 6 contains 34749 members Mstep: Class 7 contains 34343 members Mstep: Class 8 contains 34743 members Mstep: Class 9 contains 34396 members Mstep: Class 10 contains 34844 members Mstep: Class 11 contains 34532 members Mstep: Class 12 contains 34233 members Mstep: Class 13 contains 34662 members Mstep: Class 14 contains 34816 members Mstep: Class 15 contains 34887 members Mstep: Class 16 contains 34574 members Mstep: Class 17 contains 34577 members Mstep: Class 18 contains 34567 members Mstep: Class 19 contains 34449 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1716.650146 but Gain 3322.261719 Score: -100772912.000000 Penalty: 59800.695312 Iteration 0F: 19 clusters Score -1.007729e+08 nChanged 622832 Entering Unmasked Mstep Mstep: Class 0 contains 2602 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 6578 members Mstep: Class 3 contains 413267 members Mstep: Class 4 contains 7046 members Mstep: Class 5 contains 31167 members Mstep: Class 6 contains 35945 members Mstep: Class 7 contains 28511 members Mstep: Class 8 contains 6545 members Mstep: Class 9 contains 7177 members Mstep: Class 10 contains 29526 members Mstep: Class 11 contains 17952 members Mstep: Class 12 contains 10988 members Mstep: Class 13 contains 2472 members Mstep: Class 14 contains 3525 members Mstep: Class 15 contains 14216 members Mstep: Class 17 contains 5261 members Mstep: Class 18 contains 3063 members Mstep: Class 19 contains 17031 members Entering Unmasked Estep ConsiderDeletion Score: -103959928.000000 Penalty: 59800.695312 Iteration 1F: 19 clusters Score -1.039599e+08 nChanged 186650 Entering Unmasked Mstep Mstep: Class 0 contains 914 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 3063 members Mstep: Class 3 contains 392754 members Mstep: Class 4 contains 5935 members Mstep: Class 5 contains 25282 members Mstep: Class 6 contains 51807 members Mstep: Class 7 contains 26602 members Mstep: Class 8 contains 2629 members Mstep: Class 9 contains 8087 members Mstep: Class 10 contains 50929 members Mstep: Class 11 contains 20833 members Mstep: Class 12 contains 11302 members Mstep: Class 13 contains 2309 members Mstep: Class 14 contains 1452 members Mstep: Class 15 contains 10411 members Mstep: Class 17 contains 5502 members Mstep: Class 18 contains 1582 members Mstep: Class 19 contains 24491 members Entering Unmasked Estep ConsiderDeletion Score: -104689512.000000 Penalty: 59800.695312 Iteration 2F: 19 clusters Score -1.046895e+08 nChanged 173509 Entering Unmasked Mstep Mstep: Class 0 contains 602 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 2272 members Mstep: Class 3 contains 293868 members Mstep: Class 4 contains 4018 members Mstep: Class 5 contains 26694 members Mstep: Class 6 contains 72858 members Mstep: Class 7 contains 31623 members Mstep: Class 8 contains 2016 members Mstep: Class 9 contains 7017 members Mstep: Class 10 contains 85202 members Mstep: Class 11 contains 26344 members Mstep: Class 12 contains 13455 members Mstep: Class 13 contains 2820 members Mstep: Class 14 contains 900 members Mstep: Class 15 contains 6459 members Mstep: Class 17 contains 5731 members Mstep: Class 18 contains 1210 members Mstep: Class 19 contains 64335 members Entering Unmasked Estep ConsiderDeletion Score: -105210312.000000 Penalty: 59800.695312 Iteration 3F: 19 clusters Score -1.052103e+08 nChanged 166196 Entering Unmasked Mstep Mstep: Class 0 contains 485 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 2626 members Mstep: Class 3 contains 206935 members Mstep: Class 4 contains 3060 members Mstep: Class 5 contains 30244 members Mstep: Class 6 contains 89918 members Mstep: Class 7 contains 35943 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 6420 members Mstep: Class 10 contains 121967 members Mstep: Class 11 contains 29827 members Mstep: Class 12 contains 13132 members Mstep: Class 13 contains 3024 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 4460 members Mstep: Class 17 contains 5723 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 93803 members Entering Unmasked Estep ConsiderDeletion Score: -105538608.000000 Penalty: 59800.695312 Iteration 4F: 19 clusters Score -1.055386e+08 nChanged 134387 Entering Unmasked Mstep Mstep: Class 0 contains 444 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3403 members Mstep: Class 3 contains 152694 members Mstep: Class 4 contains 2866 members Mstep: Class 5 contains 37753 members Mstep: Class 6 contains 102295 members Mstep: Class 7 contains 48117 members Mstep: Class 8 contains 2244 members Mstep: Class 9 contains 7865 members Mstep: Class 10 contains 132555 members Mstep: Class 11 contains 31012 members Mstep: Class 12 contains 13599 members Mstep: Class 13 contains 2994 members Mstep: Class 14 contains 527 members Mstep: Class 15 contains 3731 members Mstep: Class 17 contains 5599 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 105589 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 2074.985107 but Gain 3322.257812 Score: -105844768.000000 Penalty: 56478.437500 Iteration 5F: 18 clusters Score -1.058448e+08 nChanged 115867 Entering Unmasked Mstep Mstep: Class 0 contains 426 members Mstep: Class 2 contains 4424 members Mstep: Class 3 contains 110412 members Mstep: Class 4 contains 2680 members Mstep: Class 5 contains 47525 members Mstep: Class 6 contains 106256 members Mstep: Class 7 contains 77520 members Mstep: Class 8 contains 2328 members Mstep: Class 9 contains 10132 members Mstep: Class 10 contains 136396 members Mstep: Class 11 contains 24133 members Mstep: Class 12 contains 14939 members Mstep: Class 13 contains 2711 members Mstep: Class 14 contains 442 members Mstep: Class 15 contains 3990 members Mstep: Class 17 contains 5423 members Mstep: Class 18 contains 888 members Mstep: Class 19 contains 106884 members Entering Unmasked Estep ConsiderDeletion Score: -106178920.000000 Penalty: 56478.437500 Iteration 6F: 18 clusters Score -1.061789e+08 nChanged 82754 Entering Unmasked Mstep Mstep: Class 0 contains 404 members Mstep: Class 2 contains 5683 members Mstep: Class 3 contains 84013 members Mstep: Class 4 contains 2496 members Mstep: Class 5 contains 50137 members Mstep: Class 6 contains 115694 members Mstep: Class 7 contains 98217 members Mstep: Class 8 contains 2376 members Mstep: Class 9 contains 13041 members Mstep: Class 10 contains 143603 members Mstep: Class 11 contains 13593 members Mstep: Class 12 contains 15155 members Mstep: Class 13 contains 2276 members Mstep: Class 14 contains 400 members Mstep: Class 15 contains 4445 members Mstep: Class 17 contains 5230 members Mstep: Class 18 contains 803 members Mstep: Class 19 contains 99943 members Entering Unmasked Estep ConsiderDeletion Score: -106279176.000000 Penalty: 56478.437500 Iteration 7F: 18 clusters Score -1.062792e+08 nChanged 55069 Entering Unmasked Mstep Mstep: Class 0 contains 374 members Mstep: Class 2 contains 6463 members Mstep: Class 3 contains 70342 members Mstep: Class 4 contains 2418 members Mstep: Class 5 contains 52003 members Mstep: Class 6 contains 118316 members Mstep: Class 7 contains 109488 members Mstep: Class 8 contains 2407 members Mstep: Class 9 contains 15572 members Mstep: Class 10 contains 146172 members Mstep: Class 11 contains 8825 members Mstep: Class 12 contains 16702 members Mstep: Class 13 contains 1945 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 5356 members Mstep: Class 17 contains 5541 members Mstep: Class 18 contains 759 members Mstep: Class 19 contains 94457 members Entering Unmasked Estep ConsiderDeletion Score: -106308672.000000 Penalty: 56478.437500 Iteration 8F: 18 clusters Score -1.063087e+08 nChanged 36886 Entering Unmasked Mstep Mstep: Class 0 contains 352 members Mstep: Class 2 contains 6868 members Mstep: Class 3 contains 60655 members Mstep: Class 4 contains 2357 members Mstep: Class 5 contains 54852 members Mstep: Class 6 contains 119927 members Mstep: Class 7 contains 114438 members Mstep: Class 8 contains 2423 members Mstep: Class 9 contains 17962 members Mstep: Class 10 contains 144555 members Mstep: Class 11 contains 7894 members Mstep: Class 12 contains 18400 members Mstep: Class 13 contains 1746 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 6481 members Mstep: Class 17 contains 6463 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 91079 members Entering Unmasked Estep ConsiderDeletion Score: -106331312.000000 Penalty: 56478.437500 Iteration 9F: 18 clusters Score -1.063313e+08 nChanged 28855 Entering Unmasked Mstep Mstep: Class 0 contains 332 members Mstep: Class 2 contains 7259 members Mstep: Class 3 contains 52289 members Mstep: Class 4 contains 2216 members Mstep: Class 5 contains 58271 members Mstep: Class 6 contains 122969 members Mstep: Class 7 contains 115198 members Mstep: Class 8 contains 2447 members Mstep: Class 9 contains 19604 members Mstep: Class 10 contains 140814 members Mstep: Class 11 contains 9532 members Mstep: Class 12 contains 19831 members Mstep: Class 13 contains 1615 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 7683 members Mstep: Class 17 contains 7547 members Mstep: Class 18 contains 686 members Mstep: Class 19 contains 88882 members Entering Unmasked Estep ConsiderDeletion Score: -106349912.000000 Penalty: 56478.437500 Iteration 10Q: 18 clusters Score -1.063499e+08 nChanged 24275 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7544 members Mstep: Class 3 contains 45361 members Mstep: Class 4 contains 2057 members Mstep: Class 5 contains 61241 members Mstep: Class 6 contains 125413 members Mstep: Class 7 contains 114955 members Mstep: Class 8 contains 2469 members Mstep: Class 9 contains 20763 members Mstep: Class 10 contains 136738 members Mstep: Class 11 contains 12036 members Mstep: Class 12 contains 20682 members Mstep: Class 13 contains 1564 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 9019 members Mstep: Class 17 contains 8992 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 87404 members Entering Unmasked Estep ConsiderDeletion Score: -106368552.000000 Penalty: 56478.437500 Iteration 11Q: 18 clusters Score -1.063686e+08 nChanged 21195 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7663 members Mstep: Class 3 contains 39586 members Mstep: Class 4 contains 1930 members Mstep: Class 5 contains 64124 members Mstep: Class 6 contains 127037 members Mstep: Class 7 contains 114166 members Mstep: Class 8 contains 2476 members Mstep: Class 9 contains 21542 members Mstep: Class 10 contains 132480 members Mstep: Class 11 contains 14980 members Mstep: Class 12 contains 21011 members Mstep: Class 13 contains 1529 members Mstep: Class 14 contains 312 members Mstep: Class 15 contains 10429 members Mstep: Class 17 contains 10728 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 86587 members Entering Unmasked Estep ConsiderDeletion Score: -106388192.000000 Penalty: 56478.437500 Iteration 12Q: 18 clusters Score -1.063882e+08 nChanged 19108 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7714 members Mstep: Class 3 contains 34720 members Mstep: Class 4 contains 1831 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 128001 members Mstep: Class 7 contains 113162 members Mstep: Class 8 contains 2476 members Mstep: Class 9 contains 22126 members Mstep: Class 10 contains 128022 members Mstep: Class 11 contains 17936 members Mstep: Class 12 contains 20992 members Mstep: Class 13 contains 1510 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 11905 members Mstep: Class 17 contains 12093 members Mstep: Class 18 contains 595 members Mstep: Class 19 contains 86061 members Entering Unmasked Estep ConsiderDeletion Score: -106406224.000000 Penalty: 56478.437500 Iteration 13Q: 18 clusters Score -1.064062e+08 nChanged 17012 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7749 members Mstep: Class 3 contains 30680 members Mstep: Class 4 contains 1757 members Mstep: Class 5 contains 71122 members Mstep: Class 6 contains 128464 members Mstep: Class 7 contains 112443 members Mstep: Class 8 contains 2479 members Mstep: Class 9 contains 22465 members Mstep: Class 10 contains 123746 members Mstep: Class 11 contains 20695 members Mstep: Class 12 contains 20576 members Mstep: Class 13 contains 1505 members Mstep: Class 14 contains 325 members Mstep: Class 15 contains 13530 members Mstep: Class 17 contains 13387 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 85675 members Entering Unmasked Estep ConsiderDeletion Score: -106421968.000000 Penalty: 56478.437500 Iteration 14Q: 18 clusters Score -1.06422e+08 nChanged 15474 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7776 members Mstep: Class 3 contains 27256 members Mstep: Class 4 contains 1721 members Mstep: Class 5 contains 74699 members Mstep: Class 6 contains 128591 members Mstep: Class 7 contains 111863 members Mstep: Class 8 contains 2476 members Mstep: Class 9 contains 22558 members Mstep: Class 10 contains 119759 members Mstep: Class 11 contains 23220 members Mstep: Class 12 contains 19840 members Mstep: Class 13 contains 1504 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 15343 members Mstep: Class 17 contains 14261 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 85398 members Entering Unmasked Estep ConsiderDeletion Score: -106431912.000000 Penalty: 56478.437500 Iteration 15Q: 18 clusters Score -1.064319e+08 nChanged 14088 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7777 members Mstep: Class 3 contains 24165 members Mstep: Class 4 contains 1730 members Mstep: Class 5 contains 77734 members Mstep: Class 6 contains 128319 members Mstep: Class 7 contains 111358 members Mstep: Class 8 contains 2473 members Mstep: Class 9 contains 22443 members Mstep: Class 10 contains 116668 members Mstep: Class 11 contains 25695 members Mstep: Class 12 contains 18839 members Mstep: Class 13 contains 1501 members Mstep: Class 14 contains 338 members Mstep: Class 15 contains 17568 members Mstep: Class 17 contains 14716 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 85276 members Entering Unmasked Estep ConsiderDeletion Score: -106438896.000000 Penalty: 56478.437500 Iteration 16Q: 18 clusters Score -1.064389e+08 nChanged 12887 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7790 members Mstep: Class 3 contains 21288 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 79943 members Mstep: Class 6 contains 127741 members Mstep: Class 7 contains 110857 members Mstep: Class 8 contains 2475 members Mstep: Class 9 contains 22258 members Mstep: Class 10 contains 114178 members Mstep: Class 11 contains 28333 members Mstep: Class 12 contains 17775 members Mstep: Class 13 contains 1500 members Mstep: Class 14 contains 336 members Mstep: Class 15 contains 20105 members Mstep: Class 17 contains 15074 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 85209 members Entering Unmasked Estep ConsiderDeletion Score: -106446136.000000 Penalty: 56478.437500 Iteration 17Q: 18 clusters Score -1.064461e+08 nChanged 12312 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7805 members Mstep: Class 3 contains 18705 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 81587 members Mstep: Class 6 contains 126840 members Mstep: Class 7 contains 110350 members Mstep: Class 8 contains 2474 members Mstep: Class 9 contains 21993 members Mstep: Class 10 contains 111858 members Mstep: Class 11 contains 31104 members Mstep: Class 12 contains 16706 members Mstep: Class 13 contains 1499 members Mstep: Class 14 contains 337 members Mstep: Class 15 contains 22948 members Mstep: Class 17 contains 15430 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 85226 members Entering Unmasked Estep ConsiderDeletion Score: -106453360.000000 Penalty: 56478.437500 Iteration 18Q: 18 clusters Score -1.064534e+08 nChanged 12249 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7813 members Mstep: Class 3 contains 16295 members Mstep: Class 4 contains 1746 members Mstep: Class 5 contains 82726 members Mstep: Class 6 contains 125753 members Mstep: Class 7 contains 109730 members Mstep: Class 8 contains 2470 members Mstep: Class 9 contains 21673 members Mstep: Class 10 contains 109607 members Mstep: Class 11 contains 34068 members Mstep: Class 12 contains 15729 members Mstep: Class 13 contains 1495 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 26017 members Mstep: Class 17 contains 15861 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 85275 members Entering Unmasked Estep ConsiderDeletion Score: -106460952.000000 Penalty: 56478.437500 Iteration 19Q: 18 clusters Score -1.06461e+08 nChanged 11957 Entering Unmasked Mstep Mstep: Class 0 contains 326 members Mstep: Class 2 contains 7813 members Mstep: Class 3 contains 14028 members Mstep: Class 4 contains 1748 members Mstep: Class 5 contains 83260 members Mstep: Class 6 contains 124536 members Mstep: Class 7 contains 109132 members Mstep: Class 8 contains 2467 members Mstep: Class 9 contains 21331 members Mstep: Class 10 contains 107459 members Mstep: Class 11 contains 37346 members Mstep: Class 12 contains 14899 members Mstep: Class 13 contains 1494 members Mstep: Class 14 contains 346 members Mstep: Class 15 contains 29105 members Mstep: Class 17 contains 16316 members Mstep: Class 18 contains 582 members Mstep: Class 19 contains 85321 members Entering Unmasked Estep ConsiderDeletion Score: -106472960.000000 Penalty: 56478.437500 Iteration 20F: 18 clusters Score -1.06473e+08 nChanged 14120 Entering Unmasked Mstep Mstep: Class 0 contains 306 members Mstep: Class 2 contains 7805 members Mstep: Class 3 contains 11793 members Mstep: Class 4 contains 1801 members Mstep: Class 5 contains 83189 members Mstep: Class 6 contains 123133 members Mstep: Class 7 contains 108374 members Mstep: Class 8 contains 2463 members Mstep: Class 9 contains 20866 members Mstep: Class 10 contains 104730 members Mstep: Class 11 contains 41458 members Mstep: Class 12 contains 13743 members Mstep: Class 13 contains 1491 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 32341 members Mstep: Class 17 contains 17726 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 85379 members Entering Unmasked Estep ConsiderDeletion Score: -106488848.000000 Penalty: 56478.437500 Iteration 21Q: 18 clusters Score -1.064888e+08 nChanged 15138 Entering Unmasked Mstep Mstep: Class 0 contains 304 members Mstep: Class 2 contains 7808 members Mstep: Class 3 contains 9548 members Mstep: Class 4 contains 1831 members Mstep: Class 5 contains 82325 members Mstep: Class 6 contains 121697 members Mstep: Class 7 contains 107663 members Mstep: Class 8 contains 2458 members Mstep: Class 9 contains 20232 members Mstep: Class 10 contains 101811 members Mstep: Class 11 contains 47033 members Mstep: Class 12 contains 12711 members Mstep: Class 13 contains 1480 members Mstep: Class 14 contains 378 members Mstep: Class 15 contains 35547 members Mstep: Class 17 contains 18765 members Mstep: Class 18 contains 504 members Mstep: Class 19 contains 85414 members Entering Unmasked Estep ConsiderDeletion Score: -106503368.000000 Penalty: 56478.437500 Iteration 22Q: 18 clusters Score -1.065034e+08 nChanged 15631 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7802 members Mstep: Class 3 contains 7389 members Mstep: Class 4 contains 1833 members Mstep: Class 5 contains 80884 members Mstep: Class 6 contains 120263 members Mstep: Class 7 contains 107025 members Mstep: Class 8 contains 2453 members Mstep: Class 9 contains 19527 members Mstep: Class 10 contains 98813 members Mstep: Class 11 contains 54014 members Mstep: Class 12 contains 11674 members Mstep: Class 13 contains 1480 members Mstep: Class 14 contains 385 members Mstep: Class 15 contains 38656 members Mstep: Class 17 contains 19045 members Mstep: Class 18 contains 479 members Mstep: Class 19 contains 85485 members Entering Unmasked Estep ConsiderDeletion Score: -106515312.000000 Penalty: 56478.437500 Iteration 23Q: 18 clusters Score -1.065153e+08 nChanged 15273 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7814 members Mstep: Class 3 contains 5435 members Mstep: Class 4 contains 1823 members Mstep: Class 5 contains 79130 members Mstep: Class 6 contains 118864 members Mstep: Class 7 contains 106416 members Mstep: Class 8 contains 2446 members Mstep: Class 9 contains 18833 members Mstep: Class 10 contains 95734 members Mstep: Class 11 contains 61518 members Mstep: Class 12 contains 10716 members Mstep: Class 13 contains 1451 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 41587 members Mstep: Class 17 contains 19047 members Mstep: Class 18 contains 474 members Mstep: Class 19 contains 85525 members Entering Unmasked Estep ConsiderDeletion Score: -106525136.000000 Penalty: 56478.437500 Iteration 24Q: 18 clusters Score -1.065251e+08 nChanged 15110 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7786 members Mstep: Class 3 contains 3757 members Mstep: Class 4 contains 1822 members Mstep: Class 5 contains 77181 members Mstep: Class 6 contains 117448 members Mstep: Class 7 contains 105833 members Mstep: Class 8 contains 2438 members Mstep: Class 9 contains 18095 members Mstep: Class 10 contains 92975 members Mstep: Class 11 contains 68890 members Mstep: Class 12 contains 9768 members Mstep: Class 13 contains 1442 members Mstep: Class 14 contains 403 members Mstep: Class 15 contains 44369 members Mstep: Class 17 contains 18988 members Mstep: Class 18 contains 470 members Mstep: Class 19 contains 85542 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 2803.863525 but Gain 3322.261719 Score: -106534152.000000 Penalty: 53156.175781 Iteration 25Q: 17 clusters Score -1.065342e+08 nChanged 16226 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7761 members Mstep: Class 4 contains 1820 members Mstep: Class 5 contains 75576 members Mstep: Class 6 contains 117840 members Mstep: Class 7 contains 105290 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 17374 members Mstep: Class 10 contains 90672 members Mstep: Class 11 contains 75704 members Mstep: Class 12 contains 8946 members Mstep: Class 13 contains 1429 members Mstep: Class 14 contains 404 members Mstep: Class 15 contains 47042 members Mstep: Class 17 contains 18908 members Mstep: Class 18 contains 469 members Mstep: Class 19 contains 85539 members Entering Unmasked Estep ConsiderDeletion Score: -106540240.000000 Penalty: 53156.175781 Iteration 26Q: 17 clusters Score -1.065402e+08 nChanged 11412 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7720 members Mstep: Class 4 contains 1819 members Mstep: Class 5 contains 74380 members Mstep: Class 6 contains 115368 members Mstep: Class 7 contains 104771 members Mstep: Class 8 contains 2430 members Mstep: Class 9 contains 16768 members Mstep: Class 10 contains 88990 members Mstep: Class 11 contains 79825 members Mstep: Class 12 contains 8306 members Mstep: Class 13 contains 1421 members Mstep: Class 14 contains 399 members Mstep: Class 15 contains 50097 members Mstep: Class 17 contains 18840 members Mstep: Class 18 contains 469 members Mstep: Class 19 contains 85604 members Entering Unmasked Estep ConsiderDeletion Score: -106545944.000000 Penalty: 53156.175781 Iteration 27Q: 17 clusters Score -1.065459e+08 nChanged 8848 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7667 members Mstep: Class 4 contains 1820 members Mstep: Class 5 contains 73731 members Mstep: Class 6 contains 113225 members Mstep: Class 7 contains 104293 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 16184 members Mstep: Class 10 contains 88025 members Mstep: Class 11 contains 82516 members Mstep: Class 12 contains 7824 members Mstep: Class 13 contains 1419 members Mstep: Class 14 contains 399 members Mstep: Class 15 contains 52848 members Mstep: Class 17 contains 18759 members Mstep: Class 18 contains 466 members Mstep: Class 19 contains 85603 members Entering Unmasked Estep ConsiderDeletion Score: -106550144.000000 Penalty: 53156.175781 Iteration 28Q: 17 clusters Score -1.065501e+08 nChanged 7133 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7653 members Mstep: Class 4 contains 1820 members Mstep: Class 5 contains 73486 members Mstep: Class 6 contains 111310 members Mstep: Class 7 contains 103841 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 15610 members Mstep: Class 10 contains 87404 members Mstep: Class 11 contains 84307 members Mstep: Class 12 contains 7526 members Mstep: Class 13 contains 1409 members Mstep: Class 14 contains 397 members Mstep: Class 15 contains 55327 members Mstep: Class 17 contains 18677 members Mstep: Class 18 contains 464 members Mstep: Class 19 contains 85548 members Entering Unmasked Estep ConsiderDeletion Score: -106553800.000000 Penalty: 53156.175781 Iteration 29Q: 17 clusters Score -1.065538e+08 nChanged 6021 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7635 members Mstep: Class 4 contains 1821 members Mstep: Class 5 contains 73520 members Mstep: Class 6 contains 109482 members Mstep: Class 7 contains 103414 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 15079 members Mstep: Class 10 contains 86921 members Mstep: Class 11 contains 85536 members Mstep: Class 12 contains 7347 members Mstep: Class 13 contains 1403 members Mstep: Class 14 contains 397 members Mstep: Class 15 contains 57695 members Mstep: Class 17 contains 18583 members Mstep: Class 18 contains 464 members Mstep: Class 19 contains 85483 members Entering Unmasked Estep ConsiderDeletion Score: -106557192.000000 Penalty: 53156.175781 Iteration 30Q: 17 clusters Score -1.065572e+08 nChanged 5262 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7620 members Mstep: Class 4 contains 1822 members Mstep: Class 5 contains 73661 members Mstep: Class 6 contains 107736 members Mstep: Class 7 contains 103083 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 14564 members Mstep: Class 10 contains 86583 members Mstep: Class 11 contains 86430 members Mstep: Class 12 contains 7258 members Mstep: Class 13 contains 1398 members Mstep: Class 14 contains 396 members Mstep: Class 15 contains 59889 members Mstep: Class 17 contains 18463 members Mstep: Class 18 contains 464 members Mstep: Class 19 contains 85413 members Entering Unmasked Estep ConsiderDeletion Score: -106559840.000000 Penalty: 53156.175781 Iteration 31Q: 17 clusters Score -1.065598e+08 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7607 members Mstep: Class 4 contains 1825 members Mstep: Class 5 contains 73861 members Mstep: Class 6 contains 105980 members Mstep: Class 7 contains 102835 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 14071 members Mstep: Class 10 contains 86379 members Mstep: Class 11 contains 87089 members Mstep: Class 12 contains 7222 members Mstep: Class 13 contains 1398 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 61964 members Mstep: Class 17 contains 18348 members Mstep: Class 18 contains 464 members Mstep: Class 19 contains 85343 members Entering Unmasked Estep ConsiderDeletion Score: -106562912.000000 Penalty: 53156.175781 Iteration 32Q: 17 clusters Score -1.065629e+08 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7605 members Mstep: Class 4 contains 1827 members Mstep: Class 5 contains 74095 members Mstep: Class 6 contains 104206 members Mstep: Class 7 contains 102658 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 13590 members Mstep: Class 10 contains 86243 members Mstep: Class 11 contains 87595 members Mstep: Class 12 contains 7229 members Mstep: Class 13 contains 1398 members Mstep: Class 14 contains 392 members Mstep: Class 15 contains 63925 members Mstep: Class 17 contains 18234 members Mstep: Class 18 contains 464 members Mstep: Class 19 contains 85319 members Entering Unmasked Estep ConsiderDeletion Score: -106565672.000000 Penalty: 53156.175781 Iteration 33Q: 17 clusters Score -1.065657e+08 nChanged 4425 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7612 members Mstep: Class 4 contains 1829 members Mstep: Class 5 contains 74339 members Mstep: Class 6 contains 102399 members Mstep: Class 7 contains 102568 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 13121 members Mstep: Class 10 contains 86151 members Mstep: Class 11 contains 88025 members Mstep: Class 12 contains 7270 members Mstep: Class 13 contains 1400 members Mstep: Class 14 contains 392 members Mstep: Class 15 contains 65745 members Mstep: Class 17 contains 18124 members Mstep: Class 18 contains 463 members Mstep: Class 19 contains 85342 members Entering Unmasked Estep ConsiderDeletion Score: -106568912.000000 Penalty: 53156.175781 Iteration 34Q: 17 clusters Score -1.065689e+08 nChanged 4458 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7615 members Mstep: Class 4 contains 1832 members Mstep: Class 5 contains 74574 members Mstep: Class 6 contains 100532 members Mstep: Class 7 contains 102527 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 12696 members Mstep: Class 10 contains 86123 members Mstep: Class 11 contains 88352 members Mstep: Class 12 contains 7349 members Mstep: Class 13 contains 1402 members Mstep: Class 14 contains 392 members Mstep: Class 15 contains 67494 members Mstep: Class 17 contains 18029 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 85403 members Entering Unmasked Estep ConsiderDeletion Score: -106572328.000000 Penalty: 53156.175781 Iteration 35Q: 17 clusters Score -1.065723e+08 nChanged 4621 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7628 members Mstep: Class 4 contains 1836 members Mstep: Class 5 contains 74803 members Mstep: Class 6 contains 98525 members Mstep: Class 7 contains 102537 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 12296 members Mstep: Class 10 contains 86084 members Mstep: Class 11 contains 88648 members Mstep: Class 12 contains 7474 members Mstep: Class 13 contains 1401 members Mstep: Class 14 contains 392 members Mstep: Class 15 contains 69261 members Mstep: Class 17 contains 17933 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 85502 members Entering Unmasked Estep ConsiderDeletion Score: -106576064.000000 Penalty: 53156.175781 Iteration 36Q: 17 clusters Score -1.065761e+08 nChanged 5155 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7642 members Mstep: Class 4 contains 1840 members Mstep: Class 5 contains 74961 members Mstep: Class 6 contains 96162 members Mstep: Class 7 contains 102656 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 11894 members Mstep: Class 10 contains 86099 members Mstep: Class 11 contains 88943 members Mstep: Class 12 contains 7607 members Mstep: Class 13 contains 1402 members Mstep: Class 14 contains 393 members Mstep: Class 15 contains 71201 members Mstep: Class 17 contains 17842 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 85679 members Entering Unmasked Estep ConsiderDeletion Score: -106580520.000000 Penalty: 53156.175781 Iteration 37Q: 17 clusters Score -1.065805e+08 nChanged 6018 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 7662 members Mstep: Class 4 contains 1839 members Mstep: Class 5 contains 75108 members Mstep: Class 6 contains 93412 members Mstep: Class 7 contains 102806 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 11507 members Mstep: Class 10 contains 86190 members Mstep: Class 11 contains 89155 members Mstep: Class 12 contains 7798 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 393 members Mstep: Class 15 contains 73338 members Mstep: Class 17 contains 17747 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 85961 members Entering Unmasked Estep ConsiderDeletion Score: -106586976.000000 Penalty: 53156.175781 Iteration 38Q: 17 clusters Score -1.06587e+08 nChanged 6667 Entering ConstructFrom: Score: -106586976.000000 Penalty: 53156.175781 Entering ConstructFrom: Trying to split cluster 2 (7682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Entering Unmasked Estep Score: -1227282.250000 Penalty: 2218.765625 Iteration 0F: 2 clusters Score -1227282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1221070.375000 Penalty: 4437.531250 Iteration 0F: 3 clusters Score -1221070 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1223274.375000 Penalty: 4437.531250 Iteration 1F: 3 clusters Score -1223274 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1224649.500000 Penalty: 4437.531250 Iteration 2F: 3 clusters Score -1224650 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1226348.500000 Penalty: 4437.531250 Iteration 3F: 3 clusters Score -1226348 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1227322.500000 Penalty: 4437.531250 Iteration 4F: 3 clusters Score -1227322 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1227679.125000 Penalty: 4437.531250 Iteration 5F: 3 clusters Score -1227679 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1227826.250000 Penalty: 4437.531250 Iteration 6Q: 3 clusters Score -1227826 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1227897.750000 Penalty: 4437.531250 Iteration 7Q: 3 clusters Score -1227898 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1227937.250000 Penalty: 4437.531250 Iteration 8Q: 3 clusters Score -1227937 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1227969.000000 Penalty: 4437.531250 Iteration 9Q: 3 clusters Score -1227969 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1227982.125000 Penalty: 4437.531250 Iteration 10Q: 3 clusters Score -1227982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1227991.750000 Penalty: 4437.531250 Iteration 11Q: 3 clusters Score -1227992 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1228003.250000 Penalty: 4437.531250 Iteration 12Q: 3 clusters Score -1228003 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1228009.250000 Penalty: 4437.531250 Iteration 13Q: 3 clusters Score -1228009 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1228011.875000 Penalty: 4437.531250 Iteration 14Q: 3 clusters Score -1228012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1228016.250000 Penalty: 4437.531250 Iteration 15Q: 3 clusters Score -1228016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1228018.000000 Penalty: 4437.531250 Iteration 16Q: 3 clusters Score -1228018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1228017.125000 Penalty: 4437.531250 Iteration 17Q: 3 clusters Score -1228017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1228019.625000 Penalty: 4437.531250 Iteration 18Q: 3 clusters Score -1228020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1228018.875000 Penalty: 4437.531250 Iteration 19Q: 3 clusters Score -1228019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1228016.125000 Penalty: 4437.531250 Iteration 20F: 3 clusters Score -1228016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1228017.375000 Penalty: 4437.531250 Iteration 21Q: 3 clusters Score -1228017 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1228017.375000 Penalty: 4437.531250 Iteration 22F: 3 clusters Score -1228017 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 4 contains 1842 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 90497 members Mstep: Class 7 contains 103039 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 89385 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Entering Unmasked Estep Score: -106590896.000000 Penalty: 56478.437500 Splitting cluster 2 changes total score from -106586976.000000 to -106590896.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (1842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Entering Unmasked Estep Score: -280821.093750 Penalty: 1864.614624 Iteration 0F: 2 clusters Score -280821.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -278570.562500 Penalty: 3729.229248 Iteration 0F: 3 clusters Score -278570.6 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -280944.406250 Penalty: 3729.229248 Iteration 1F: 3 clusters Score -280944.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -281820.718750 Penalty: 3729.229248 Iteration 2F: 3 clusters Score -281820.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -282228.281250 Penalty: 3729.229248 Iteration 3F: 3 clusters Score -282228.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -282367.687500 Penalty: 3729.229248 Iteration 4Q: 3 clusters Score -282367.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -282485.125000 Penalty: 3729.229248 Iteration 5Q: 3 clusters Score -282485.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -282542.906250 Penalty: 3729.229248 Iteration 6Q: 3 clusters Score -282542.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -282562.750000 Penalty: 3729.229248 Iteration 7Q: 3 clusters Score -282562.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -282568.312500 Penalty: 3729.229248 Iteration 8Q: 3 clusters Score -282568.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -282570.531250 Penalty: 3729.229248 Iteration 9Q: 3 clusters Score -282570.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -282572.312500 Penalty: 3729.229248 Iteration 10Q: 3 clusters Score -282572.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -282575.093750 Penalty: 3729.229248 Iteration 11Q: 3 clusters Score -282575.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -282577.375000 Penalty: 3729.229248 Iteration 12Q: 3 clusters Score -282577.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -282577.562500 Penalty: 3729.229248 Iteration 13Q: 3 clusters Score -282577.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -282581.906250 Penalty: 3729.229248 Iteration 14F: 3 clusters Score -282581.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -282584.281250 Penalty: 3729.229248 Iteration 15Q: 3 clusters Score -282584.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -282587.593750 Penalty: 3729.229248 Iteration 16Q: 3 clusters Score -282587.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -282590.343750 Penalty: 3729.229248 Iteration 17Q: 3 clusters Score -282590.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -282590.843750 Penalty: 3729.229248 Iteration 18Q: 3 clusters Score -282590.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -282591.687500 Penalty: 3729.229248 Iteration 19Q: 3 clusters Score -282591.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -282596.187500 Penalty: 3729.229248 Iteration 20F: 3 clusters Score -282596.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -282597.781250 Penalty: 3729.229248 Iteration 21Q: 3 clusters Score -282597.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -282597.781250 Penalty: 3729.229248 Iteration 22F: 3 clusters Score -282597.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 90497 members Mstep: Class 7 contains 103039 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 89385 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Entering Unmasked Estep Score: -106591232.000000 Penalty: 59800.695312 Splitting cluster 4 changes total score from -106586976.000000 to -106591232.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 5 (75206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75206 members Entering Unmasked Estep Score: -12603666.000000 Penalty: 2784.540527 Iteration 0F: 2 clusters Score -1.260367e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37516 members Mstep: Class 2 contains 37690 members Entering Unmasked Estep Score: -12559255.000000 Penalty: 5569.081055 Iteration 0F: 3 clusters Score -1.255926e+07 nChanged 35216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36058 members Mstep: Class 2 contains 39148 members Entering Unmasked Estep Score: -12579066.000000 Penalty: 5569.081055 Iteration 1F: 3 clusters Score -1.257907e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35124 members Mstep: Class 2 contains 40082 members Entering Unmasked Estep Score: -12579685.000000 Penalty: 5569.081055 Iteration 2Q: 3 clusters Score -1.257968e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33838 members Mstep: Class 2 contains 41368 members Entering Unmasked Estep Score: -12580432.000000 Penalty: 5569.081055 Iteration 3Q: 3 clusters Score -1.258043e+07 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32069 members Mstep: Class 2 contains 43137 members Entering Unmasked Estep Score: -12581369.000000 Penalty: 5569.081055 Iteration 4Q: 3 clusters Score -1.258137e+07 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29565 members Mstep: Class 2 contains 45641 members Entering Unmasked Estep Score: -12582896.000000 Penalty: 5569.081055 Iteration 5Q: 3 clusters Score -1.25829e+07 nChanged 3848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26241 members Mstep: Class 2 contains 48965 members Entering Unmasked Estep Score: -12584976.000000 Penalty: 5569.081055 Iteration 6F: 3 clusters Score -1.258498e+07 nChanged 4716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21897 members Mstep: Class 2 contains 53309 members Entering Unmasked Estep Score: -12587927.000000 Penalty: 5569.081055 Iteration 7F: 3 clusters Score -1.258793e+07 nChanged 5205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 58226 members Entering Unmasked Estep Score: -12591239.000000 Penalty: 5569.081055 Iteration 8F: 3 clusters Score -1.259124e+07 nChanged 5036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 63074 members Entering Unmasked Estep Score: -12594754.000000 Penalty: 5569.081055 Iteration 9F: 3 clusters Score -1.259475e+07 nChanged 4097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 67065 members Entering Unmasked Estep Score: -12597249.000000 Penalty: 5569.081055 Iteration 10F: 3 clusters Score -1.259725e+07 nChanged 2748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 69747 members Entering Unmasked Estep Score: -12598837.000000 Penalty: 5569.081055 Iteration 11Q: 3 clusters Score -1.259884e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 71368 members Entering Unmasked Estep Score: -12599731.000000 Penalty: 5569.081055 Iteration 12Q: 3 clusters Score -1.259973e+07 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 72362 members Entering Unmasked Estep Score: -12600302.000000 Penalty: 5569.081055 Iteration 13Q: 3 clusters Score -1.26003e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 72981 members Entering Unmasked Estep Score: -12600656.000000 Penalty: 5569.081055 Iteration 14Q: 3 clusters Score -1.260066e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 73358 members Entering Unmasked Estep Score: -12600834.000000 Penalty: 5569.081055 Iteration 15Q: 3 clusters Score -1.260083e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 73608 members Entering Unmasked Estep Score: -12600977.000000 Penalty: 5569.081055 Iteration 16Q: 3 clusters Score -1.260098e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 73784 members Entering Unmasked Estep Score: -12601087.000000 Penalty: 5569.081055 Iteration 17Q: 3 clusters Score -1.260109e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 73914 members Entering Unmasked Estep Score: -12601170.000000 Penalty: 5569.081055 Iteration 18Q: 3 clusters Score -1.260117e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 74033 members Entering Unmasked Estep Score: -12601252.000000 Penalty: 5569.081055 Iteration 19Q: 3 clusters Score -1.260125e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 74121 members Entering Unmasked Estep Score: -12601278.000000 Penalty: 5569.081055 Iteration 20F: 3 clusters Score -1.260128e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 74192 members Entering Unmasked Estep Score: -12601303.000000 Penalty: 5569.081055 Iteration 21Q: 3 clusters Score -1.26013e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 74232 members Entering Unmasked Estep Score: -12601314.000000 Penalty: 5569.081055 Iteration 22Q: 3 clusters Score -1.260131e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 74267 members Entering Unmasked Estep Score: -12601346.000000 Penalty: 5569.081055 Iteration 23Q: 3 clusters Score -1.260135e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 74297 members Entering Unmasked Estep Score: -12601378.000000 Penalty: 5569.081055 Iteration 24Q: 3 clusters Score -1.260138e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 74313 members Entering Unmasked Estep Score: -12601380.000000 Penalty: 5569.081055 Iteration 25Q: 3 clusters Score -1.260138e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 74324 members Entering Unmasked Estep Score: -12601377.000000 Penalty: 5569.081055 Iteration 26Q: 3 clusters Score -1.260138e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 74334 members Entering Unmasked Estep Score: -12601372.000000 Penalty: 5569.081055 Iteration 27Q: 3 clusters Score -1.260137e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 74340 members Entering Unmasked Estep Score: -12601375.000000 Penalty: 5569.081055 Iteration 28Q: 3 clusters Score -1.260138e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 74344 members Entering Unmasked Estep Score: -12601377.000000 Penalty: 5569.081055 Iteration 29Q: 3 clusters Score -1.260138e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 74351 members Entering Unmasked Estep Score: -12601376.000000 Penalty: 5569.081055 Iteration 30Q: 3 clusters Score -1.260138e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 74358 members Entering Unmasked Estep Score: -12601380.000000 Penalty: 5569.081055 Iteration 31Q: 3 clusters Score -1.260138e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 74360 members Entering Unmasked Estep Score: -12601385.000000 Penalty: 5569.081055 Iteration 32Q: 3 clusters Score -1.260138e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 74367 members Entering Unmasked Estep Score: -12601390.000000 Penalty: 5569.081055 Iteration 33Q: 3 clusters Score -1.260139e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 74372 members Entering Unmasked Estep Score: -12601397.000000 Penalty: 5569.081055 Iteration 34Q: 3 clusters Score -1.26014e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 74375 members Entering Unmasked Estep Score: -12601410.000000 Penalty: 5569.081055 Iteration 35Q: 3 clusters Score -1.260141e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 74378 members Entering Unmasked Estep Score: -12601415.000000 Penalty: 5569.081055 Iteration 36Q: 3 clusters Score -1.260142e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 74380 members Entering Unmasked Estep Score: -12601414.000000 Penalty: 5569.081055 Iteration 37Q: 3 clusters Score -1.260141e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 74382 members Entering Unmasked Estep Score: -12601416.000000 Penalty: 5569.081055 Iteration 38Q: 3 clusters Score -1.260142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 74383 members Entering Unmasked Estep Score: -12601417.000000 Penalty: 5569.081055 Iteration 39Q: 3 clusters Score -1.260142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 74386 members Entering Unmasked Estep Score: -12601415.000000 Penalty: 5569.081055 Iteration 40F: 3 clusters Score -1.260142e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 74388 members Entering Unmasked Estep Score: -12601422.000000 Penalty: 5569.081055 Iteration 41Q: 3 clusters Score -1.260142e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 74390 members Entering Unmasked Estep Score: -12601418.000000 Penalty: 5569.081055 Iteration 42Q: 3 clusters Score -1.260142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 74393 members Entering Unmasked Estep Score: -12601429.000000 Penalty: 5569.081055 Iteration 43Q: 3 clusters Score -1.260143e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 74394 members Entering Unmasked Estep Score: -12601436.000000 Penalty: 5569.081055 Iteration 44Q: 3 clusters Score -1.260144e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 74395 members Entering Unmasked Estep Score: -12601439.000000 Penalty: 5569.081055 Iteration 45Q: 3 clusters Score -1.260144e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 74395 members Entering Unmasked Estep Score: -12601439.000000 Penalty: 5569.081055 Iteration 46F: 3 clusters Score -1.260144e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (90497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90497 members Entering Unmasked Estep Score: -15253933.000000 Penalty: 2830.441650 Iteration 0F: 2 clusters Score -1.525393e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45297 members Mstep: Class 2 contains 45200 members Entering Unmasked Estep Score: -15203096.000000 Penalty: 5660.883301 Iteration 0F: 3 clusters Score -1.52031e+07 nChanged 42704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46193 members Mstep: Class 2 contains 44304 members Entering Unmasked Estep Score: -15227540.000000 Penalty: 5660.883301 Iteration 1F: 3 clusters Score -1.522754e+07 nChanged 3269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46654 members Mstep: Class 2 contains 43843 members Entering Unmasked Estep Score: -15228682.000000 Penalty: 5660.883301 Iteration 2Q: 3 clusters Score -1.522868e+07 nChanged 3685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47395 members Mstep: Class 2 contains 43102 members Entering Unmasked Estep Score: -15230458.000000 Penalty: 5660.883301 Iteration 3Q: 3 clusters Score -1.523046e+07 nChanged 4550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48741 members Mstep: Class 2 contains 41756 members Entering Unmasked Estep Score: -15232823.000000 Penalty: 5660.883301 Iteration 4F: 3 clusters Score -1.523282e+07 nChanged 5497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51066 members Mstep: Class 2 contains 39431 members Entering Unmasked Estep Score: -15235697.000000 Penalty: 5660.883301 Iteration 5F: 3 clusters Score -1.52357e+07 nChanged 5781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54219 members Mstep: Class 2 contains 36278 members Entering Unmasked Estep Score: -15238830.000000 Penalty: 5660.883301 Iteration 6F: 3 clusters Score -1.523883e+07 nChanged 5730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58033 members Mstep: Class 2 contains 32464 members Entering Unmasked Estep Score: -15241867.000000 Penalty: 5660.883301 Iteration 7F: 3 clusters Score -1.524187e+07 nChanged 5642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62261 members Mstep: Class 2 contains 28236 members Entering Unmasked Estep Score: -15245081.000000 Penalty: 5660.883301 Iteration 8F: 3 clusters Score -1.524508e+07 nChanged 4895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66190 members Mstep: Class 2 contains 24307 members Entering Unmasked Estep Score: -15248060.000000 Penalty: 5660.883301 Iteration 9F: 3 clusters Score -1.524806e+07 nChanged 4065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69547 members Mstep: Class 2 contains 20950 members Entering Unmasked Estep Score: -15250345.000000 Penalty: 5660.883301 Iteration 10Q: 3 clusters Score -1.525034e+07 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72290 members Mstep: Class 2 contains 18207 members Entering Unmasked Estep Score: -15252010.000000 Penalty: 5660.883301 Iteration 11Q: 3 clusters Score -1.525201e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74545 members Mstep: Class 2 contains 15952 members Entering Unmasked Estep Score: -15253215.000000 Penalty: 5660.883301 Iteration 12Q: 3 clusters Score -1.525322e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76447 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -15254058.000000 Penalty: 5660.883301 Iteration 13Q: 3 clusters Score -1.525406e+07 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78117 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -15254757.000000 Penalty: 5660.883301 Iteration 14Q: 3 clusters Score -1.525476e+07 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79569 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -15255180.000000 Penalty: 5660.883301 Iteration 15Q: 3 clusters Score -1.525518e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80798 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -15255626.000000 Penalty: 5660.883301 Iteration 16Q: 3 clusters Score -1.525563e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81893 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -15256110.000000 Penalty: 5660.883301 Iteration 17Q: 3 clusters Score -1.525611e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82831 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -15256497.000000 Penalty: 5660.883301 Iteration 18Q: 3 clusters Score -1.52565e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83590 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -15256880.000000 Penalty: 5660.883301 Iteration 19Q: 3 clusters Score -1.525688e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84210 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -15257202.000000 Penalty: 5660.883301 Iteration 20F: 3 clusters Score -1.52572e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84691 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -15257462.000000 Penalty: 5660.883301 Iteration 21Q: 3 clusters Score -1.525746e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85076 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -15257550.000000 Penalty: 5660.883301 Iteration 22Q: 3 clusters Score -1.525755e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85381 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -15257684.000000 Penalty: 5660.883301 Iteration 23Q: 3 clusters Score -1.525768e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85617 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -15257736.000000 Penalty: 5660.883301 Iteration 24Q: 3 clusters Score -1.525774e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85771 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -15257765.000000 Penalty: 5660.883301 Iteration 25Q: 3 clusters Score -1.525776e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85898 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -15257783.000000 Penalty: 5660.883301 Iteration 26Q: 3 clusters Score -1.525778e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85993 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -15257834.000000 Penalty: 5660.883301 Iteration 27Q: 3 clusters Score -1.525783e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86056 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -15257856.000000 Penalty: 5660.883301 Iteration 28Q: 3 clusters Score -1.525786e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86089 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -15257853.000000 Penalty: 5660.883301 Iteration 29Q: 3 clusters Score -1.525785e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86113 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -15257874.000000 Penalty: 5660.883301 Iteration 30Q: 3 clusters Score -1.525787e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86129 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -15257860.000000 Penalty: 5660.883301 Iteration 31Q: 3 clusters Score -1.525786e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86142 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -15257865.000000 Penalty: 5660.883301 Iteration 32Q: 3 clusters Score -1.525786e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86149 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -15257866.000000 Penalty: 5660.883301 Iteration 33Q: 3 clusters Score -1.525787e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86159 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -15257876.000000 Penalty: 5660.883301 Iteration 34Q: 3 clusters Score -1.525788e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86160 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -15257887.000000 Penalty: 5660.883301 Iteration 35Q: 3 clusters Score -1.525789e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86158 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -15257893.000000 Penalty: 5660.883301 Iteration 36Q: 3 clusters Score -1.525789e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86157 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -15257889.000000 Penalty: 5660.883301 Iteration 37Q: 3 clusters Score -1.525789e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86157 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -15257892.000000 Penalty: 5660.883301 Iteration 38Q: 3 clusters Score -1.525789e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86158 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -15257897.000000 Penalty: 5660.883301 Iteration 39Q: 3 clusters Score -1.52579e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86156 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -15257880.000000 Penalty: 5660.883301 Iteration 40F: 3 clusters Score -1.525788e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86155 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -15257886.000000 Penalty: 5660.883301 Iteration 41Q: 3 clusters Score -1.525789e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86155 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -15257886.000000 Penalty: 5660.883301 Iteration 42F: 3 clusters Score -1.525789e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 103039 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 89385 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Entering Unmasked Estep Score: -106594232.000000 Penalty: 63122.957031 Splitting cluster 6 changes total score from -106586976.000000 to -106594232.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 7 (103039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103039 members Entering Unmasked Estep Score: -16921054.000000 Penalty: 2862.629883 Iteration 0F: 2 clusters Score -1.692105e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51365 members Mstep: Class 2 contains 51674 members Entering Unmasked Estep Score: -16864494.000000 Penalty: 5725.259766 Iteration 0F: 3 clusters Score -1.686449e+07 nChanged 48787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51348 members Mstep: Class 2 contains 51691 members Entering Unmasked Estep Score: -16893536.000000 Penalty: 5725.259766 Iteration 1F: 3 clusters Score -1.689354e+07 nChanged 5589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52101 members Mstep: Class 2 contains 50938 members Entering Unmasked Estep Score: -16897512.000000 Penalty: 5725.259766 Iteration 2F: 3 clusters Score -1.689751e+07 nChanged 7382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53943 members Mstep: Class 2 contains 49096 members Entering Unmasked Estep Score: -16903820.000000 Penalty: 5725.259766 Iteration 3F: 3 clusters Score -1.690382e+07 nChanged 8891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57192 members Mstep: Class 2 contains 45847 members Entering Unmasked Estep Score: -16910554.000000 Penalty: 5725.259766 Iteration 4F: 3 clusters Score -1.691055e+07 nChanged 8609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60859 members Mstep: Class 2 contains 42180 members Entering Unmasked Estep Score: -16916046.000000 Penalty: 5725.259766 Iteration 5F: 3 clusters Score -1.691605e+07 nChanged 6951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64290 members Mstep: Class 2 contains 38749 members Entering Unmasked Estep Score: -16919718.000000 Penalty: 5725.259766 Iteration 6F: 3 clusters Score -1.691972e+07 nChanged 5320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67506 members Mstep: Class 2 contains 35533 members Entering Unmasked Estep Score: -16922098.000000 Penalty: 5725.259766 Iteration 7F: 3 clusters Score -1.69221e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70399 members Mstep: Class 2 contains 32640 members Entering Unmasked Estep Score: -16923466.000000 Penalty: 5725.259766 Iteration 8Q: 3 clusters Score -1.692347e+07 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73233 members Mstep: Class 2 contains 29806 members Entering Unmasked Estep Score: -16924448.000000 Penalty: 5725.259766 Iteration 9Q: 3 clusters Score -1.692445e+07 nChanged 2927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76000 members Mstep: Class 2 contains 27039 members Entering Unmasked Estep Score: -16925324.000000 Penalty: 5725.259766 Iteration 10Q: 3 clusters Score -1.692532e+07 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78698 members Mstep: Class 2 contains 24341 members Entering Unmasked Estep Score: -16926290.000000 Penalty: 5725.259766 Iteration 11Q: 3 clusters Score -1.692629e+07 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81243 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -16927130.000000 Penalty: 5725.259766 Iteration 12Q: 3 clusters Score -1.692713e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83454 members Mstep: Class 2 contains 19585 members Entering Unmasked Estep Score: -16927946.000000 Penalty: 5725.259766 Iteration 13Q: 3 clusters Score -1.692795e+07 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85355 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -16928592.000000 Penalty: 5725.259766 Iteration 14Q: 3 clusters Score -1.692859e+07 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86913 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -16929206.000000 Penalty: 5725.259766 Iteration 15Q: 3 clusters Score -1.692921e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88174 members Mstep: Class 2 contains 14865 members Entering Unmasked Estep Score: -16929730.000000 Penalty: 5725.259766 Iteration 16Q: 3 clusters Score -1.692973e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89227 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -16930184.000000 Penalty: 5725.259766 Iteration 17Q: 3 clusters Score -1.693018e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90108 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -16930494.000000 Penalty: 5725.259766 Iteration 18Q: 3 clusters Score -1.693049e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90827 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -16930834.000000 Penalty: 5725.259766 Iteration 19Q: 3 clusters Score -1.693083e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91491 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -16931086.000000 Penalty: 5725.259766 Iteration 20F: 3 clusters Score -1.693109e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92144 members Mstep: Class 2 contains 10895 members Entering Unmasked Estep Score: -16931404.000000 Penalty: 5725.259766 Iteration 21Q: 3 clusters Score -1.69314e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92773 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -16931836.000000 Penalty: 5725.259766 Iteration 22Q: 3 clusters Score -1.693184e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93360 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -16932102.000000 Penalty: 5725.259766 Iteration 23Q: 3 clusters Score -1.69321e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93915 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -16932486.000000 Penalty: 5725.259766 Iteration 24Q: 3 clusters Score -1.693249e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94416 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -16932864.000000 Penalty: 5725.259766 Iteration 25Q: 3 clusters Score -1.693286e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94912 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -16933232.000000 Penalty: 5725.259766 Iteration 26Q: 3 clusters Score -1.693323e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95351 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -16933532.000000 Penalty: 5725.259766 Iteration 27Q: 3 clusters Score -1.693353e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95773 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -16933740.000000 Penalty: 5725.259766 Iteration 28Q: 3 clusters Score -1.693374e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96099 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -16933896.000000 Penalty: 5725.259766 Iteration 29Q: 3 clusters Score -1.69339e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96363 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -16934054.000000 Penalty: 5725.259766 Iteration 30Q: 3 clusters Score -1.693405e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96573 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -16934112.000000 Penalty: 5725.259766 Iteration 31Q: 3 clusters Score -1.693411e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96737 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -16934162.000000 Penalty: 5725.259766 Iteration 32Q: 3 clusters Score -1.693416e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96856 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -16934164.000000 Penalty: 5725.259766 Iteration 33Q: 3 clusters Score -1.693416e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96948 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -16934200.000000 Penalty: 5725.259766 Iteration 34Q: 3 clusters Score -1.69342e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97010 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -16934204.000000 Penalty: 5725.259766 Iteration 35Q: 3 clusters Score -1.69342e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97067 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -16934206.000000 Penalty: 5725.259766 Iteration 36Q: 3 clusters Score -1.693421e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97109 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -16934186.000000 Penalty: 5725.259766 Iteration 37Q: 3 clusters Score -1.693419e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97139 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -16934170.000000 Penalty: 5725.259766 Iteration 38Q: 3 clusters Score -1.693417e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97168 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -16934180.000000 Penalty: 5725.259766 Iteration 39Q: 3 clusters Score -1.693418e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97184 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -16934166.000000 Penalty: 5725.259766 Iteration 40F: 3 clusters Score -1.693417e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97196 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -16934158.000000 Penalty: 5725.259766 Iteration 41Q: 3 clusters Score -1.693416e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97209 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -16934168.000000 Penalty: 5725.259766 Iteration 42Q: 3 clusters Score -1.693417e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97219 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -16934144.000000 Penalty: 5725.259766 Iteration 43Q: 3 clusters Score -1.693414e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97225 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -16934158.000000 Penalty: 5725.259766 Iteration 44Q: 3 clusters Score -1.693416e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97232 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -16934160.000000 Penalty: 5725.259766 Iteration 45Q: 3 clusters Score -1.693416e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97238 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -16934174.000000 Penalty: 5725.259766 Iteration 46Q: 3 clusters Score -1.693417e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97244 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -16934172.000000 Penalty: 5725.259766 Iteration 47Q: 3 clusters Score -1.693417e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97249 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -16934156.000000 Penalty: 5725.259766 Iteration 48Q: 3 clusters Score -1.693416e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97251 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -16934156.000000 Penalty: 5725.259766 Iteration 49Q: 3 clusters Score -1.693416e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97254 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -16934160.000000 Penalty: 5725.259766 Iteration 50Q: 3 clusters Score -1.693416e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97255 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -16934164.000000 Penalty: 5725.259766 Iteration 51Q: 3 clusters Score -1.693416e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97255 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -16934164.000000 Penalty: 5725.259766 Iteration 52F: 3 clusters Score -1.693416e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 89385 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Entering Unmasked Estep Score: -106606904.000000 Penalty: 66445.218750 Splitting cluster 7 changes total score from -106586976.000000 to -106606904.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 8 (2428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Entering Unmasked Estep Score: -366509.625000 Penalty: 1933.116089 Iteration 0F: 2 clusters Score -366509.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -363808.906250 Penalty: 3866.232178 Iteration 0F: 3 clusters Score -363808.9 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -365443.968750 Penalty: 3866.232178 Iteration 1F: 3 clusters Score -365444 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -366443.500000 Penalty: 3866.232178 Iteration 2F: 3 clusters Score -366443.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -367335.000000 Penalty: 3866.232178 Iteration 3F: 3 clusters Score -367335 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -367915.187500 Penalty: 3866.232178 Iteration 4F: 3 clusters Score -367915.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -368167.281250 Penalty: 3866.232178 Iteration 5Q: 3 clusters Score -368167.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -368219.812500 Penalty: 3866.232178 Iteration 6Q: 3 clusters Score -368219.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -368236.656250 Penalty: 3866.232178 Iteration 7Q: 3 clusters Score -368236.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -368244.406250 Penalty: 3866.232178 Iteration 8Q: 3 clusters Score -368244.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -368252.187500 Penalty: 3866.232178 Iteration 9Q: 3 clusters Score -368252.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -368257.250000 Penalty: 3866.232178 Iteration 10Q: 3 clusters Score -368257.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -368271.250000 Penalty: 3866.232178 Iteration 11Q: 3 clusters Score -368271.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -368279.531250 Penalty: 3866.232178 Iteration 12Q: 3 clusters Score -368279.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -368286.875000 Penalty: 3866.232178 Iteration 13Q: 3 clusters Score -368286.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -368300.187500 Penalty: 3866.232178 Iteration 14Q: 3 clusters Score -368300.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -368307.968750 Penalty: 3866.232178 Iteration 15Q: 3 clusters Score -368308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -368315.968750 Penalty: 3866.232178 Iteration 16Q: 3 clusters Score -368316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -368327.187500 Penalty: 3866.232178 Iteration 17Q: 3 clusters Score -368327.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -368331.812500 Penalty: 3866.232178 Iteration 18Q: 3 clusters Score -368331.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -368334.656250 Penalty: 3866.232178 Iteration 19Q: 3 clusters Score -368334.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -368373.875000 Penalty: 3866.232178 Iteration 20F: 3 clusters Score -368373.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -368469.562500 Penalty: 3866.232178 Iteration 21Q: 3 clusters Score -368469.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -368549.156250 Penalty: 3866.232178 Iteration 22Q: 3 clusters Score -368549.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -368589.812500 Penalty: 3866.232178 Iteration 23Q: 3 clusters Score -368589.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -368615.281250 Penalty: 3866.232178 Iteration 24Q: 3 clusters Score -368615.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -368637.875000 Penalty: 3866.232178 Iteration 25Q: 3 clusters Score -368637.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -368658.187500 Penalty: 3866.232178 Iteration 26Q: 3 clusters Score -368658.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -368675.375000 Penalty: 3866.232178 Iteration 27Q: 3 clusters Score -368675.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -368696.343750 Penalty: 3866.232178 Iteration 28Q: 3 clusters Score -368696.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -368712.218750 Penalty: 3866.232178 Iteration 29Q: 3 clusters Score -368712.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -368734.656250 Penalty: 3866.232178 Iteration 30Q: 3 clusters Score -368734.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -368754.437500 Penalty: 3866.232178 Iteration 31Q: 3 clusters Score -368754.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -368800.281250 Penalty: 3866.232178 Iteration 32Q: 3 clusters Score -368800.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -368836.375000 Penalty: 3866.232178 Iteration 33Q: 3 clusters Score -368836.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -368914.750000 Penalty: 3866.232178 Iteration 34Q: 3 clusters Score -368914.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -368947.218750 Penalty: 3866.232178 Iteration 35Q: 3 clusters Score -368947.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -369042.875000 Penalty: 3866.232178 Iteration 36Q: 3 clusters Score -369042.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -369094.000000 Penalty: 3866.232178 Iteration 37Q: 3 clusters Score -369094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -369129.281250 Penalty: 3866.232178 Iteration 38Q: 3 clusters Score -369129.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -369147.250000 Penalty: 3866.232178 Iteration 39Q: 3 clusters Score -369147.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -369155.406250 Penalty: 3866.232178 Iteration 40F: 3 clusters Score -369155.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -369166.343750 Penalty: 3866.232178 Iteration 41Q: 3 clusters Score -369166.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -369178.968750 Penalty: 3866.232178 Iteration 42Q: 3 clusters Score -369179 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -369193.281250 Penalty: 3866.232178 Iteration 43Q: 3 clusters Score -369193.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -369218.593750 Penalty: 3866.232178 Iteration 44Q: 3 clusters Score -369218.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -369229.531250 Penalty: 3866.232178 Iteration 45Q: 3 clusters Score -369229.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -369235.843750 Penalty: 3866.232178 Iteration 46Q: 3 clusters Score -369235.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -369239.187500 Penalty: 3866.232178 Iteration 47Q: 3 clusters Score -369239.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -369241.500000 Penalty: 3866.232178 Iteration 48Q: 3 clusters Score -369241.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -369245.593750 Penalty: 3866.232178 Iteration 49Q: 3 clusters Score -369245.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -369248.031250 Penalty: 3866.232178 Iteration 50Q: 3 clusters Score -369248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -369251.687500 Penalty: 3866.232178 Iteration 51Q: 3 clusters Score -369251.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -369254.656250 Penalty: 3866.232178 Iteration 52Q: 3 clusters Score -369254.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -369262.593750 Penalty: 3866.232178 Iteration 53Q: 3 clusters Score -369262.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -369263.500000 Penalty: 3866.232178 Iteration 54Q: 3 clusters Score -369263.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -369264.937500 Penalty: 3866.232178 Iteration 55Q: 3 clusters Score -369264.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -369267.031250 Penalty: 3866.232178 Iteration 56Q: 3 clusters Score -369267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -369267.250000 Penalty: 3866.232178 Iteration 57Q: 3 clusters Score -369267.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -369267.593750 Penalty: 3866.232178 Iteration 58Q: 3 clusters Score -369267.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -369267.843750 Penalty: 3866.232178 Iteration 59F: 3 clusters Score -369267.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -369269.031250 Penalty: 3866.232178 Iteration 60F: 3 clusters Score -369269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -369269.906250 Penalty: 3866.232178 Iteration 61Q: 3 clusters Score -369269.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -369270.750000 Penalty: 3866.232178 Iteration 62Q: 3 clusters Score -369270.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -369273.156250 Penalty: 3866.232178 Iteration 63Q: 3 clusters Score -369273.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -369273.156250 Penalty: 3866.232178 Iteration 64F: 3 clusters Score -369273.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 89385 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Entering Unmasked Estep Score: -106608384.000000 Penalty: 69767.476562 Splitting cluster 8 changes total score from -106586976.000000 to -106608384.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (11126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Entering Unmasked Estep Score: -1780573.625000 Penalty: 2310.625977 Iteration 0F: 2 clusters Score -1780574 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1772199.875000 Penalty: 4621.251953 Iteration 0F: 3 clusters Score -1772200 nChanged 4621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1774850.125000 Penalty: 4621.251953 Iteration 1F: 3 clusters Score -1774850 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1775336.125000 Penalty: 4621.251953 Iteration 2F: 3 clusters Score -1775336 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1775719.250000 Penalty: 4621.251953 Iteration 3F: 3 clusters Score -1775719 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1776037.625000 Penalty: 4621.251953 Iteration 4F: 3 clusters Score -1776038 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1776307.500000 Penalty: 4621.251953 Iteration 5Q: 3 clusters Score -1776308 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1776604.000000 Penalty: 4621.251953 Iteration 6Q: 3 clusters Score -1776604 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -1777006.250000 Penalty: 4621.251953 Iteration 7Q: 3 clusters Score -1777006 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1777467.250000 Penalty: 4621.251953 Iteration 8F: 3 clusters Score -1777467 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -1777970.125000 Penalty: 4621.251953 Iteration 9F: 3 clusters Score -1777970 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1778471.500000 Penalty: 4621.251953 Iteration 10F: 3 clusters Score -1778472 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1778861.750000 Penalty: 4621.251953 Iteration 11Q: 3 clusters Score -1778862 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -1779058.500000 Penalty: 4621.251953 Iteration 12Q: 3 clusters Score -1779058 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -1779182.750000 Penalty: 4621.251953 Iteration 13Q: 3 clusters Score -1779183 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1779252.875000 Penalty: 4621.251953 Iteration 14Q: 3 clusters Score -1779253 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1779297.000000 Penalty: 4621.251953 Iteration 15Q: 3 clusters Score -1779297 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1779325.000000 Penalty: 4621.251953 Iteration 16Q: 3 clusters Score -1779325 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1779347.375000 Penalty: 4621.251953 Iteration 17Q: 3 clusters Score -1779347 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1779359.625000 Penalty: 4621.251953 Iteration 18Q: 3 clusters Score -1779360 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1779369.125000 Penalty: 4621.251953 Iteration 19Q: 3 clusters Score -1779369 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1779373.750000 Penalty: 4621.251953 Iteration 20F: 3 clusters Score -1779374 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1779377.750000 Penalty: 4621.251953 Iteration 21Q: 3 clusters Score -1779378 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1779380.250000 Penalty: 4621.251953 Iteration 22Q: 3 clusters Score -1779380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1779384.250000 Penalty: 4621.251953 Iteration 23Q: 3 clusters Score -1779384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1779384.000000 Penalty: 4621.251953 Iteration 24Q: 3 clusters Score -1779384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -1779387.000000 Penalty: 4621.251953 Iteration 25Q: 3 clusters Score -1779387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1779389.375000 Penalty: 4621.251953 Iteration 26Q: 3 clusters Score -1779389 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1779392.375000 Penalty: 4621.251953 Iteration 27Q: 3 clusters Score -1779392 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -1779393.375000 Penalty: 4621.251953 Iteration 28Q: 3 clusters Score -1779393 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -1779395.375000 Penalty: 4621.251953 Iteration 29Q: 3 clusters Score -1779395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -1779392.750000 Penalty: 4621.251953 Iteration 30Q: 3 clusters Score -1779393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1779397.125000 Penalty: 4621.251953 Iteration 31Q: 3 clusters Score -1779397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1779397.125000 Penalty: 4621.251953 Iteration 32F: 3 clusters Score -1779397 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (86293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86293 members Entering Unmasked Estep Score: -13742960.000000 Penalty: 2818.644775 Iteration 0F: 2 clusters Score -1.374296e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43078 members Mstep: Class 2 contains 43215 members Entering Unmasked Estep Score: -13686804.000000 Penalty: 5637.289551 Iteration 0F: 3 clusters Score -1.36868e+07 nChanged 40397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43195 members Mstep: Class 2 contains 43098 members Entering Unmasked Estep Score: -13709847.000000 Penalty: 5637.289551 Iteration 1F: 3 clusters Score -1.370985e+07 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43402 members Mstep: Class 2 contains 42891 members Entering Unmasked Estep Score: -13710902.000000 Penalty: 5637.289551 Iteration 2Q: 3 clusters Score -1.37109e+07 nChanged 3561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43743 members Mstep: Class 2 contains 42550 members Entering Unmasked Estep Score: -13712324.000000 Penalty: 5637.289551 Iteration 3Q: 3 clusters Score -1.371232e+07 nChanged 3775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44296 members Mstep: Class 2 contains 41997 members Entering Unmasked Estep Score: -13713881.000000 Penalty: 5637.289551 Iteration 4Q: 3 clusters Score -1.371388e+07 nChanged 4116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45108 members Mstep: Class 2 contains 41185 members Entering Unmasked Estep Score: -13715667.000000 Penalty: 5637.289551 Iteration 5Q: 3 clusters Score -1.371567e+07 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46200 members Mstep: Class 2 contains 40093 members Entering Unmasked Estep Score: -13717804.000000 Penalty: 5637.289551 Iteration 6F: 3 clusters Score -1.37178e+07 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47666 members Mstep: Class 2 contains 38627 members Entering Unmasked Estep Score: -13720346.000000 Penalty: 5637.289551 Iteration 7F: 3 clusters Score -1.372035e+07 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49392 members Mstep: Class 2 contains 36901 members Entering Unmasked Estep Score: -13723432.000000 Penalty: 5637.289551 Iteration 8F: 3 clusters Score -1.372343e+07 nChanged 4792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51282 members Mstep: Class 2 contains 35011 members Entering Unmasked Estep Score: -13726375.000000 Penalty: 5637.289551 Iteration 9F: 3 clusters Score -1.372638e+07 nChanged 4324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53066 members Mstep: Class 2 contains 33227 members Entering Unmasked Estep Score: -13729055.000000 Penalty: 5637.289551 Iteration 10F: 3 clusters Score -1.372906e+07 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54645 members Mstep: Class 2 contains 31648 members Entering Unmasked Estep Score: -13730719.000000 Penalty: 5637.289551 Iteration 11Q: 3 clusters Score -1.373072e+07 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56055 members Mstep: Class 2 contains 30238 members Entering Unmasked Estep Score: -13731549.000000 Penalty: 5637.289551 Iteration 12Q: 3 clusters Score -1.373155e+07 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57331 members Mstep: Class 2 contains 28962 members Entering Unmasked Estep Score: -13732160.000000 Penalty: 5637.289551 Iteration 13Q: 3 clusters Score -1.373216e+07 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58540 members Mstep: Class 2 contains 27753 members Entering Unmasked Estep Score: -13732569.000000 Penalty: 5637.289551 Iteration 14Q: 3 clusters Score -1.373257e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59766 members Mstep: Class 2 contains 26527 members Entering Unmasked Estep Score: -13733066.000000 Penalty: 5637.289551 Iteration 15Q: 3 clusters Score -1.373307e+07 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61030 members Mstep: Class 2 contains 25263 members Entering Unmasked Estep Score: -13733531.000000 Penalty: 5637.289551 Iteration 16Q: 3 clusters Score -1.373353e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62319 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -13734054.000000 Penalty: 5637.289551 Iteration 17Q: 3 clusters Score -1.373405e+07 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63614 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -13734618.000000 Penalty: 5637.289551 Iteration 18Q: 3 clusters Score -1.373462e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64916 members Mstep: Class 2 contains 21377 members Entering Unmasked Estep Score: -13735188.000000 Penalty: 5637.289551 Iteration 19Q: 3 clusters Score -1.373519e+07 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66218 members Mstep: Class 2 contains 20075 members Entering Unmasked Estep Score: -13735821.000000 Penalty: 5637.289551 Iteration 20F: 3 clusters Score -1.373582e+07 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67501 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -13736431.000000 Penalty: 5637.289551 Iteration 21Q: 3 clusters Score -1.373643e+07 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68772 members Mstep: Class 2 contains 17521 members Entering Unmasked Estep Score: -13737129.000000 Penalty: 5637.289551 Iteration 22Q: 3 clusters Score -1.373713e+07 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69975 members Mstep: Class 2 contains 16318 members Entering Unmasked Estep Score: -13737850.000000 Penalty: 5637.289551 Iteration 23Q: 3 clusters Score -1.373785e+07 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71120 members Mstep: Class 2 contains 15173 members Entering Unmasked Estep Score: -13738527.000000 Penalty: 5637.289551 Iteration 24Q: 3 clusters Score -1.373853e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72200 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -13739172.000000 Penalty: 5637.289551 Iteration 25Q: 3 clusters Score -1.373917e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73215 members Mstep: Class 2 contains 13078 members Entering Unmasked Estep Score: -13739730.000000 Penalty: 5637.289551 Iteration 26Q: 3 clusters Score -1.373973e+07 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74125 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -13740228.000000 Penalty: 5637.289551 Iteration 27Q: 3 clusters Score -1.374023e+07 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74891 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -13740643.000000 Penalty: 5637.289551 Iteration 28Q: 3 clusters Score -1.374064e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75561 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -13740944.000000 Penalty: 5637.289551 Iteration 29Q: 3 clusters Score -1.374094e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76134 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -13741224.000000 Penalty: 5637.289551 Iteration 30Q: 3 clusters Score -1.374122e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76642 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -13741421.000000 Penalty: 5637.289551 Iteration 31Q: 3 clusters Score -1.374142e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77096 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -13741598.000000 Penalty: 5637.289551 Iteration 32Q: 3 clusters Score -1.37416e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77522 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -13741809.000000 Penalty: 5637.289551 Iteration 33Q: 3 clusters Score -1.374181e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77914 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -13742021.000000 Penalty: 5637.289551 Iteration 34Q: 3 clusters Score -1.374202e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78280 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -13742225.000000 Penalty: 5637.289551 Iteration 35Q: 3 clusters Score -1.374222e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78597 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -13742421.000000 Penalty: 5637.289551 Iteration 36Q: 3 clusters Score -1.374242e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78877 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -13742550.000000 Penalty: 5637.289551 Iteration 37Q: 3 clusters Score -1.374255e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79154 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -13742658.000000 Penalty: 5637.289551 Iteration 38Q: 3 clusters Score -1.374266e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79359 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -13742731.000000 Penalty: 5637.289551 Iteration 39Q: 3 clusters Score -1.374273e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79530 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -13742804.000000 Penalty: 5637.289551 Iteration 40F: 3 clusters Score -1.37428e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79665 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -13742818.000000 Penalty: 5637.289551 Iteration 41Q: 3 clusters Score -1.374282e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79763 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -13742836.000000 Penalty: 5637.289551 Iteration 42Q: 3 clusters Score -1.374284e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79840 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -13742821.000000 Penalty: 5637.289551 Iteration 43Q: 3 clusters Score -1.374282e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79891 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -13742825.000000 Penalty: 5637.289551 Iteration 44Q: 3 clusters Score -1.374282e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79934 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -13742834.000000 Penalty: 5637.289551 Iteration 45Q: 3 clusters Score -1.374283e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79971 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -13742848.000000 Penalty: 5637.289551 Iteration 46Q: 3 clusters Score -1.374285e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80007 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -13742856.000000 Penalty: 5637.289551 Iteration 47Q: 3 clusters Score -1.374286e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80033 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -13742864.000000 Penalty: 5637.289551 Iteration 48Q: 3 clusters Score -1.374286e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80051 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -13742877.000000 Penalty: 5637.289551 Iteration 49Q: 3 clusters Score -1.374288e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80075 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -13742879.000000 Penalty: 5637.289551 Iteration 50Q: 3 clusters Score -1.374288e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80097 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -13742879.000000 Penalty: 5637.289551 Iteration 51Q: 3 clusters Score -1.374288e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80113 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -13742878.000000 Penalty: 5637.289551 Iteration 52Q: 3 clusters Score -1.374288e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80125 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -13742890.000000 Penalty: 5637.289551 Iteration 53Q: 3 clusters Score -1.374289e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80135 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -13742892.000000 Penalty: 5637.289551 Iteration 54Q: 3 clusters Score -1.374289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80141 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -13742888.000000 Penalty: 5637.289551 Iteration 55Q: 3 clusters Score -1.374289e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80143 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -13742884.000000 Penalty: 5637.289551 Iteration 56Q: 3 clusters Score -1.374288e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80144 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -13742891.000000 Penalty: 5637.289551 Iteration 57Q: 3 clusters Score -1.374289e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80144 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -13742891.000000 Penalty: 5637.289551 Iteration 58F: 3 clusters Score -1.374289e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (89385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89385 members Entering Unmasked Estep Score: -14944283.000000 Penalty: 2827.375732 Iteration 0F: 2 clusters Score -1.494428e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44676 members Mstep: Class 2 contains 44709 members Entering Unmasked Estep Score: -14897352.000000 Penalty: 5654.751465 Iteration 0F: 3 clusters Score -1.489735e+07 nChanged 42129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45767 members Mstep: Class 2 contains 43618 members Entering Unmasked Estep Score: -14921717.000000 Penalty: 5654.751465 Iteration 1F: 3 clusters Score -1.492172e+07 nChanged 3764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46685 members Mstep: Class 2 contains 42700 members Entering Unmasked Estep Score: -14923099.000000 Penalty: 5654.751465 Iteration 2Q: 3 clusters Score -1.49231e+07 nChanged 4346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48207 members Mstep: Class 2 contains 41178 members Entering Unmasked Estep Score: -14924943.000000 Penalty: 5654.751465 Iteration 3Q: 3 clusters Score -1.492494e+07 nChanged 5141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50278 members Mstep: Class 2 contains 39107 members Entering Unmasked Estep Score: -14927578.000000 Penalty: 5654.751465 Iteration 4F: 3 clusters Score -1.492758e+07 nChanged 5899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52837 members Mstep: Class 2 contains 36548 members Entering Unmasked Estep Score: -14931336.000000 Penalty: 5654.751465 Iteration 5F: 3 clusters Score -1.493134e+07 nChanged 6581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55586 members Mstep: Class 2 contains 33799 members Entering Unmasked Estep Score: -14936105.000000 Penalty: 5654.751465 Iteration 6F: 3 clusters Score -1.49361e+07 nChanged 6568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57876 members Mstep: Class 2 contains 31509 members Entering Unmasked Estep Score: -14941720.000000 Penalty: 5654.751465 Iteration 7F: 3 clusters Score -1.494172e+07 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59167 members Mstep: Class 2 contains 30218 members Entering Unmasked Estep Score: -14947240.000000 Penalty: 5654.751465 Iteration 8F: 3 clusters Score -1.494724e+07 nChanged 4410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59435 members Mstep: Class 2 contains 29950 members Entering Unmasked Estep Score: -14950382.000000 Penalty: 5654.751465 Iteration 9Q: 3 clusters Score -1.495038e+07 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59535 members Mstep: Class 2 contains 29850 members Entering Unmasked Estep Score: -14951712.000000 Penalty: 5654.751465 Iteration 10Q: 3 clusters Score -1.495171e+07 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59580 members Mstep: Class 2 contains 29805 members Entering Unmasked Estep Score: -14952209.000000 Penalty: 5654.751465 Iteration 11Q: 3 clusters Score -1.495221e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59574 members Mstep: Class 2 contains 29811 members Entering Unmasked Estep Score: -14952515.000000 Penalty: 5654.751465 Iteration 12Q: 3 clusters Score -1.495252e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59572 members Mstep: Class 2 contains 29813 members Entering Unmasked Estep Score: -14952669.000000 Penalty: 5654.751465 Iteration 13Q: 3 clusters Score -1.495267e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59586 members Mstep: Class 2 contains 29799 members Entering Unmasked Estep Score: -14952782.000000 Penalty: 5654.751465 Iteration 14Q: 3 clusters Score -1.495278e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59613 members Mstep: Class 2 contains 29772 members Entering Unmasked Estep Score: -14952799.000000 Penalty: 5654.751465 Iteration 15Q: 3 clusters Score -1.49528e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59625 members Mstep: Class 2 contains 29760 members Entering Unmasked Estep Score: -14952808.000000 Penalty: 5654.751465 Iteration 16Q: 3 clusters Score -1.495281e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59645 members Mstep: Class 2 contains 29740 members Entering Unmasked Estep Score: -14952816.000000 Penalty: 5654.751465 Iteration 17Q: 3 clusters Score -1.495282e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59649 members Mstep: Class 2 contains 29736 members Entering Unmasked Estep Score: -14952824.000000 Penalty: 5654.751465 Iteration 18Q: 3 clusters Score -1.495282e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59658 members Mstep: Class 2 contains 29727 members Entering Unmasked Estep Score: -14952829.000000 Penalty: 5654.751465 Iteration 19Q: 3 clusters Score -1.495283e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59651 members Mstep: Class 2 contains 29734 members Entering Unmasked Estep Score: -14952855.000000 Penalty: 5654.751465 Iteration 20F: 3 clusters Score -1.495286e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59658 members Mstep: Class 2 contains 29727 members Entering Unmasked Estep Score: -14952868.000000 Penalty: 5654.751465 Iteration 21Q: 3 clusters Score -1.495287e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59668 members Mstep: Class 2 contains 29717 members Entering Unmasked Estep Score: -14952865.000000 Penalty: 5654.751465 Iteration 22Q: 3 clusters Score -1.495286e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59671 members Mstep: Class 2 contains 29714 members Entering Unmasked Estep Score: -14952870.000000 Penalty: 5654.751465 Iteration 23Q: 3 clusters Score -1.495287e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59680 members Mstep: Class 2 contains 29705 members Entering Unmasked Estep Score: -14952872.000000 Penalty: 5654.751465 Iteration 24Q: 3 clusters Score -1.495287e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59686 members Mstep: Class 2 contains 29699 members Entering Unmasked Estep Score: -14952869.000000 Penalty: 5654.751465 Iteration 25Q: 3 clusters Score -1.495287e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59690 members Mstep: Class 2 contains 29695 members Entering Unmasked Estep Score: -14952876.000000 Penalty: 5654.751465 Iteration 26Q: 3 clusters Score -1.495288e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59696 members Mstep: Class 2 contains 29689 members Entering Unmasked Estep Score: -14952871.000000 Penalty: 5654.751465 Iteration 27Q: 3 clusters Score -1.495287e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59698 members Mstep: Class 2 contains 29687 members Entering Unmasked Estep Score: -14952881.000000 Penalty: 5654.751465 Iteration 28Q: 3 clusters Score -1.495288e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59709 members Mstep: Class 2 contains 29676 members Entering Unmasked Estep Score: -14952868.000000 Penalty: 5654.751465 Iteration 29Q: 3 clusters Score -1.495287e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59717 members Mstep: Class 2 contains 29668 members Entering Unmasked Estep Score: -14952854.000000 Penalty: 5654.751465 Iteration 30Q: 3 clusters Score -1.495285e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59724 members Mstep: Class 2 contains 29661 members Entering Unmasked Estep Score: -14952856.000000 Penalty: 5654.751465 Iteration 31Q: 3 clusters Score -1.495286e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59728 members Mstep: Class 2 contains 29657 members Entering Unmasked Estep Score: -14952853.000000 Penalty: 5654.751465 Iteration 32Q: 3 clusters Score -1.495285e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59733 members Mstep: Class 2 contains 29652 members Entering Unmasked Estep Score: -14952870.000000 Penalty: 5654.751465 Iteration 33Q: 3 clusters Score -1.495287e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59735 members Mstep: Class 2 contains 29650 members Entering Unmasked Estep Score: -14952864.000000 Penalty: 5654.751465 Iteration 34Q: 3 clusters Score -1.495286e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59735 members Mstep: Class 2 contains 29650 members Entering Unmasked Estep Score: -14952867.000000 Penalty: 5654.751465 Iteration 35Q: 3 clusters Score -1.495287e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59735 members Mstep: Class 2 contains 29650 members Entering Unmasked Estep Score: -14952869.000000 Penalty: 5654.751465 Iteration 36Q: 3 clusters Score -1.495287e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59737 members Mstep: Class 2 contains 29648 members Entering Unmasked Estep Score: -14952873.000000 Penalty: 5654.751465 Iteration 37Q: 3 clusters Score -1.495287e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59740 members Mstep: Class 2 contains 29645 members Entering Unmasked Estep Score: -14952862.000000 Penalty: 5654.751465 Iteration 38Q: 3 clusters Score -1.495286e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59742 members Mstep: Class 2 contains 29643 members Entering Unmasked Estep Score: -14952863.000000 Penalty: 5654.751465 Iteration 39Q: 3 clusters Score -1.495286e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59745 members Mstep: Class 2 contains 29640 members Entering Unmasked Estep Score: -14952856.000000 Penalty: 5654.751465 Iteration 40F: 3 clusters Score -1.495286e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59749 members Mstep: Class 2 contains 29636 members Entering Unmasked Estep Score: -14952857.000000 Penalty: 5654.751465 Iteration 41Q: 3 clusters Score -1.495286e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59751 members Mstep: Class 2 contains 29634 members Entering Unmasked Estep Score: -14952857.000000 Penalty: 5654.751465 Iteration 42Q: 3 clusters Score -1.495286e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59751 members Mstep: Class 2 contains 29634 members Entering Unmasked Estep Score: -14952857.000000 Penalty: 5654.751465 Iteration 43F: 3 clusters Score -1.495286e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 8045 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Entering Unmasked Estep Score: -106616648.000000 Penalty: 73089.742188 Splitting cluster 11 changes total score from -106586976.000000 to -106616648.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (8045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Entering Unmasked Estep Score: -1227373.125000 Penalty: 2230.216064 Iteration 0F: 2 clusters Score -1227373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1221117.250000 Penalty: 4460.432129 Iteration 0F: 3 clusters Score -1221117 nChanged 3364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1224782.750000 Penalty: 4460.432129 Iteration 1F: 3 clusters Score -1224783 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1228150.625000 Penalty: 4460.432129 Iteration 2F: 3 clusters Score -1228151 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1230241.750000 Penalty: 4460.432129 Iteration 3F: 3 clusters Score -1230242 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1231122.875000 Penalty: 4460.432129 Iteration 4F: 3 clusters Score -1231123 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1231855.500000 Penalty: 4460.432129 Iteration 5Q: 3 clusters Score -1231856 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1232590.875000 Penalty: 4460.432129 Iteration 6Q: 3 clusters Score -1232591 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1232993.750000 Penalty: 4460.432129 Iteration 7Q: 3 clusters Score -1232994 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1233299.000000 Penalty: 4460.432129 Iteration 8Q: 3 clusters Score -1233299 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1233503.250000 Penalty: 4460.432129 Iteration 9Q: 3 clusters Score -1233503 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1233621.750000 Penalty: 4460.432129 Iteration 10Q: 3 clusters Score -1233622 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -1233680.000000 Penalty: 4460.432129 Iteration 11Q: 3 clusters Score -1233680 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1233721.125000 Penalty: 4460.432129 Iteration 12Q: 3 clusters Score -1233721 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1233753.125000 Penalty: 4460.432129 Iteration 13Q: 3 clusters Score -1233753 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1233784.625000 Penalty: 4460.432129 Iteration 14Q: 3 clusters Score -1233785 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1233813.000000 Penalty: 4460.432129 Iteration 15Q: 3 clusters Score -1233813 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1233840.500000 Penalty: 4460.432129 Iteration 16Q: 3 clusters Score -1233840 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -1233861.500000 Penalty: 4460.432129 Iteration 17Q: 3 clusters Score -1233862 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1233880.125000 Penalty: 4460.432129 Iteration 18Q: 3 clusters Score -1233880 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1233892.875000 Penalty: 4460.432129 Iteration 19Q: 3 clusters Score -1233893 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1233906.250000 Penalty: 4460.432129 Iteration 20F: 3 clusters Score -1233906 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1233913.125000 Penalty: 4460.432129 Iteration 21Q: 3 clusters Score -1233913 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1233916.500000 Penalty: 4460.432129 Iteration 22Q: 3 clusters Score -1233916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1233920.625000 Penalty: 4460.432129 Iteration 23Q: 3 clusters Score -1233921 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1233924.250000 Penalty: 4460.432129 Iteration 24Q: 3 clusters Score -1233924 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1233924.750000 Penalty: 4460.432129 Iteration 25Q: 3 clusters Score -1233925 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1233924.375000 Penalty: 4460.432129 Iteration 26Q: 3 clusters Score -1233924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -1233927.375000 Penalty: 4460.432129 Iteration 27Q: 3 clusters Score -1233927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1233928.125000 Penalty: 4460.432129 Iteration 28Q: 3 clusters Score -1233928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1233930.375000 Penalty: 4460.432129 Iteration 29Q: 3 clusters Score -1233930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1233931.000000 Penalty: 4460.432129 Iteration 30Q: 3 clusters Score -1233931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1233929.250000 Penalty: 4460.432129 Iteration 31Q: 3 clusters Score -1233929 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1233928.250000 Penalty: 4460.432129 Iteration 32Q: 3 clusters Score -1233928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1233934.750000 Penalty: 4460.432129 Iteration 33Q: 3 clusters Score -1233935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1233933.750000 Penalty: 4460.432129 Iteration 34Q: 3 clusters Score -1233934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1233935.875000 Penalty: 4460.432129 Iteration 35Q: 3 clusters Score -1233936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -1233937.000000 Penalty: 4460.432129 Iteration 36Q: 3 clusters Score -1233937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1233939.500000 Penalty: 4460.432129 Iteration 37Q: 3 clusters Score -1233940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1233939.750000 Penalty: 4460.432129 Iteration 38Q: 3 clusters Score -1233940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1233942.625000 Penalty: 4460.432129 Iteration 39Q: 3 clusters Score -1233943 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1233943.625000 Penalty: 4460.432129 Iteration 40F: 3 clusters Score -1233944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1233944.625000 Penalty: 4460.432129 Iteration 41Q: 3 clusters Score -1233945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1233946.750000 Penalty: 4460.432129 Iteration 42Q: 3 clusters Score -1233947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1233947.625000 Penalty: 4460.432129 Iteration 43Q: 3 clusters Score -1233948 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1233949.625000 Penalty: 4460.432129 Iteration 44Q: 3 clusters Score -1233950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1233954.250000 Penalty: 4460.432129 Iteration 45Q: 3 clusters Score -1233954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1233955.875000 Penalty: 4460.432129 Iteration 46Q: 3 clusters Score -1233956 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -1233958.625000 Penalty: 4460.432129 Iteration 47Q: 3 clusters Score -1233959 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1233960.000000 Penalty: 4460.432129 Iteration 48Q: 3 clusters Score -1233960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1233960.375000 Penalty: 4460.432129 Iteration 49Q: 3 clusters Score -1233960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -1233962.625000 Penalty: 4460.432129 Iteration 50Q: 3 clusters Score -1233963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -1233963.000000 Penalty: 4460.432129 Iteration 51Q: 3 clusters Score -1233963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -1233967.625000 Penalty: 4460.432129 Iteration 52Q: 3 clusters Score -1233968 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1233968.250000 Penalty: 4460.432129 Iteration 53Q: 3 clusters Score -1233968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -1233968.375000 Penalty: 4460.432129 Iteration 54Q: 3 clusters Score -1233968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1233969.375000 Penalty: 4460.432129 Iteration 55Q: 3 clusters Score -1233969 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1233969.375000 Penalty: 4460.432129 Iteration 56F: 3 clusters Score -1233969 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Entering Unmasked Estep Score: -106622672.000000 Penalty: 76412.000000 Splitting cluster 12 changes total score from -106586976.000000 to -106622672.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 13 (1404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Entering Unmasked Estep Score: -191719.218750 Penalty: 1797.276001 Iteration 0F: 2 clusters Score -191719.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -190095.609375 Penalty: 3594.552002 Iteration 0F: 3 clusters Score -190095.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -191175.046875 Penalty: 3594.552002 Iteration 1F: 3 clusters Score -191175 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -192186.781250 Penalty: 3594.552002 Iteration 2F: 3 clusters Score -192186.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -192863.562500 Penalty: 3594.552002 Iteration 3F: 3 clusters Score -192863.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -193444.125000 Penalty: 3594.552002 Iteration 4F: 3 clusters Score -193444.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -194199.812500 Penalty: 3594.552002 Iteration 5Q: 3 clusters Score -194199.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -194477.796875 Penalty: 3594.552002 Iteration 6Q: 3 clusters Score -194477.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -194735.875000 Penalty: 3594.552002 Iteration 7Q: 3 clusters Score -194735.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -194896.953125 Penalty: 3594.552002 Iteration 8Q: 3 clusters Score -194897 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -194936.343750 Penalty: 3594.552002 Iteration 9Q: 3 clusters Score -194936.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -194943.312500 Penalty: 3594.552002 Iteration 10Q: 3 clusters Score -194943.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -194945.046875 Penalty: 3594.552002 Iteration 11Q: 3 clusters Score -194945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -194955.578125 Penalty: 3594.552002 Iteration 12F: 3 clusters Score -194955.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -194961.718750 Penalty: 3594.552002 Iteration 13Q: 3 clusters Score -194961.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -194961.718750 Penalty: 3594.552002 Iteration 14F: 3 clusters Score -194961.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Entering Unmasked Estep Score: -106624320.000000 Penalty: 79734.265625 Splitting cluster 13 changes total score from -106586976.000000 to -106624320.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Entering Unmasked Estep Score: -53429.617188 Penalty: 1482.135010 Iteration 0F: 2 clusters Score -53429.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -52155.332031 Penalty: 2964.270020 Iteration 0F: 3 clusters Score -52155.33 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -52422.070312 Penalty: 2964.270020 Iteration 1F: 3 clusters Score -52422.07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -52650.097656 Penalty: 2964.270020 Iteration 2F: 3 clusters Score -52650.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -52917.953125 Penalty: 2964.270020 Iteration 3F: 3 clusters Score -52917.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -53078.945312 Penalty: 2964.270020 Iteration 4F: 3 clusters Score -53078.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -53195.953125 Penalty: 2964.270020 Iteration 5Q: 3 clusters Score -53195.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -53310.707031 Penalty: 2964.270020 Iteration 6Q: 3 clusters Score -53310.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -53357.554688 Penalty: 2964.270020 Iteration 7Q: 3 clusters Score -53357.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -53394.843750 Penalty: 2964.270020 Iteration 8Q: 3 clusters Score -53394.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -53415.050781 Penalty: 2964.270020 Iteration 9Q: 3 clusters Score -53415.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53445.300781 Penalty: 2964.270020 Iteration 10Q: 3 clusters Score -53445.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -53491.863281 Penalty: 2964.270020 Iteration 11Q: 3 clusters Score -53491.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -53518.812500 Penalty: 2964.270020 Iteration 12Q: 3 clusters Score -53518.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53530.722656 Penalty: 2964.270020 Iteration 13Q: 3 clusters Score -53530.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53530.722656 Penalty: 2964.270020 Iteration 14F: 3 clusters Score -53530.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 75477 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 149 members Entering Unmasked Estep Score: -106622648.000000 Penalty: 83056.523438 Splitting cluster 14 changes total score from -106586976.000000 to -106622648.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (75477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75477 members Entering Unmasked Estep Score: -12134561.000000 Penalty: 2785.432617 Iteration 0F: 2 clusters Score -1.213456e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37697 members Mstep: Class 2 contains 37780 members Entering Unmasked Estep Score: -12084589.000000 Penalty: 5570.865234 Iteration 0F: 3 clusters Score -1.208459e+07 nChanged 35515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36860 members Mstep: Class 2 contains 38617 members Entering Unmasked Estep Score: -12105610.000000 Penalty: 5570.865234 Iteration 1F: 3 clusters Score -1.210561e+07 nChanged 4299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35741 members Mstep: Class 2 contains 39736 members Entering Unmasked Estep Score: -12108463.000000 Penalty: 5570.865234 Iteration 2F: 3 clusters Score -1.210846e+07 nChanged 5563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33902 members Mstep: Class 2 contains 41575 members Entering Unmasked Estep Score: -12113652.000000 Penalty: 5570.865234 Iteration 3F: 3 clusters Score -1.211365e+07 nChanged 6744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31930 members Mstep: Class 2 contains 43547 members Entering Unmasked Estep Score: -12120851.000000 Penalty: 5570.865234 Iteration 4F: 3 clusters Score -1.212085e+07 nChanged 6669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31247 members Mstep: Class 2 contains 44230 members Entering Unmasked Estep Score: -12127155.000000 Penalty: 5570.865234 Iteration 5F: 3 clusters Score -1.212716e+07 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32147 members Mstep: Class 2 contains 43330 members Entering Unmasked Estep Score: -12131786.000000 Penalty: 5570.865234 Iteration 6F: 3 clusters Score -1.213179e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34202 members Mstep: Class 2 contains 41275 members Entering Unmasked Estep Score: -12135610.000000 Penalty: 5570.865234 Iteration 7F: 3 clusters Score -1.213561e+07 nChanged 4072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37080 members Mstep: Class 2 contains 38397 members Entering Unmasked Estep Score: -12139211.000000 Penalty: 5570.865234 Iteration 8F: 3 clusters Score -1.213921e+07 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40064 members Mstep: Class 2 contains 35413 members Entering Unmasked Estep Score: -12142626.000000 Penalty: 5570.865234 Iteration 9Q: 3 clusters Score -1.214263e+07 nChanged 3051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42843 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -12145860.000000 Penalty: 5570.865234 Iteration 10Q: 3 clusters Score -1.214586e+07 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45070 members Mstep: Class 2 contains 30407 members Entering Unmasked Estep Score: -12148140.000000 Penalty: 5570.865234 Iteration 11Q: 3 clusters Score -1.214814e+07 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46839 members Mstep: Class 2 contains 28638 members Entering Unmasked Estep Score: -12149426.000000 Penalty: 5570.865234 Iteration 12Q: 3 clusters Score -1.214943e+07 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48142 members Mstep: Class 2 contains 27335 members Entering Unmasked Estep Score: -12150083.000000 Penalty: 5570.865234 Iteration 13Q: 3 clusters Score -1.215008e+07 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49208 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -12150507.000000 Penalty: 5570.865234 Iteration 14Q: 3 clusters Score -1.215051e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50054 members Mstep: Class 2 contains 25423 members Entering Unmasked Estep Score: -12150802.000000 Penalty: 5570.865234 Iteration 15Q: 3 clusters Score -1.21508e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50774 members Mstep: Class 2 contains 24703 members Entering Unmasked Estep Score: -12151022.000000 Penalty: 5570.865234 Iteration 16Q: 3 clusters Score -1.215102e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51376 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -12151168.000000 Penalty: 5570.865234 Iteration 17Q: 3 clusters Score -1.215117e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51878 members Mstep: Class 2 contains 23599 members Entering Unmasked Estep Score: -12151228.000000 Penalty: 5570.865234 Iteration 18Q: 3 clusters Score -1.215123e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52298 members Mstep: Class 2 contains 23179 members Entering Unmasked Estep Score: -12151305.000000 Penalty: 5570.865234 Iteration 19Q: 3 clusters Score -1.21513e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52676 members Mstep: Class 2 contains 22801 members Entering Unmasked Estep Score: -12151361.000000 Penalty: 5570.865234 Iteration 20F: 3 clusters Score -1.215136e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52997 members Mstep: Class 2 contains 22480 members Entering Unmasked Estep Score: -12151404.000000 Penalty: 5570.865234 Iteration 21Q: 3 clusters Score -1.21514e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53260 members Mstep: Class 2 contains 22217 members Entering Unmasked Estep Score: -12151414.000000 Penalty: 5570.865234 Iteration 22Q: 3 clusters Score -1.215141e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53483 members Mstep: Class 2 contains 21994 members Entering Unmasked Estep Score: -12151441.000000 Penalty: 5570.865234 Iteration 23Q: 3 clusters Score -1.215144e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53699 members Mstep: Class 2 contains 21778 members Entering Unmasked Estep Score: -12151459.000000 Penalty: 5570.865234 Iteration 24Q: 3 clusters Score -1.215146e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53908 members Mstep: Class 2 contains 21569 members Entering Unmasked Estep Score: -12151525.000000 Penalty: 5570.865234 Iteration 25Q: 3 clusters Score -1.215152e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54100 members Mstep: Class 2 contains 21377 members Entering Unmasked Estep Score: -12151515.000000 Penalty: 5570.865234 Iteration 26Q: 3 clusters Score -1.215152e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54263 members Mstep: Class 2 contains 21214 members Entering Unmasked Estep Score: -12151563.000000 Penalty: 5570.865234 Iteration 27Q: 3 clusters Score -1.215156e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54404 members Mstep: Class 2 contains 21073 members Entering Unmasked Estep Score: -12151617.000000 Penalty: 5570.865234 Iteration 28Q: 3 clusters Score -1.215162e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54548 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -12151591.000000 Penalty: 5570.865234 Iteration 29Q: 3 clusters Score -1.215159e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54684 members Mstep: Class 2 contains 20793 members Entering Unmasked Estep Score: -12151603.000000 Penalty: 5570.865234 Iteration 30Q: 3 clusters Score -1.21516e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54809 members Mstep: Class 2 contains 20668 members Entering Unmasked Estep Score: -12151609.000000 Penalty: 5570.865234 Iteration 31Q: 3 clusters Score -1.215161e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54911 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -12151597.000000 Penalty: 5570.865234 Iteration 32Q: 3 clusters Score -1.21516e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54994 members Mstep: Class 2 contains 20483 members Entering Unmasked Estep Score: -12151622.000000 Penalty: 5570.865234 Iteration 33Q: 3 clusters Score -1.215162e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55058 members Mstep: Class 2 contains 20419 members Entering Unmasked Estep Score: -12151630.000000 Penalty: 5570.865234 Iteration 34Q: 3 clusters Score -1.215163e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55127 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -12151644.000000 Penalty: 5570.865234 Iteration 35Q: 3 clusters Score -1.215164e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55194 members Mstep: Class 2 contains 20283 members Entering Unmasked Estep Score: -12151640.000000 Penalty: 5570.865234 Iteration 36Q: 3 clusters Score -1.215164e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55259 members Mstep: Class 2 contains 20218 members Entering Unmasked Estep Score: -12151643.000000 Penalty: 5570.865234 Iteration 37Q: 3 clusters Score -1.215164e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55307 members Mstep: Class 2 contains 20170 members Entering Unmasked Estep Score: -12151639.000000 Penalty: 5570.865234 Iteration 38Q: 3 clusters Score -1.215164e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55347 members Mstep: Class 2 contains 20130 members Entering Unmasked Estep Score: -12151633.000000 Penalty: 5570.865234 Iteration 39Q: 3 clusters Score -1.215163e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55386 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -12151648.000000 Penalty: 5570.865234 Iteration 40F: 3 clusters Score -1.215165e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55431 members Mstep: Class 2 contains 20046 members Entering Unmasked Estep Score: -12151649.000000 Penalty: 5570.865234 Iteration 41Q: 3 clusters Score -1.215165e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55463 members Mstep: Class 2 contains 20014 members Entering Unmasked Estep Score: -12151657.000000 Penalty: 5570.865234 Iteration 42Q: 3 clusters Score -1.215166e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55494 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -12151656.000000 Penalty: 5570.865234 Iteration 43Q: 3 clusters Score -1.215166e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55510 members Mstep: Class 2 contains 19967 members Entering Unmasked Estep Score: -12151669.000000 Penalty: 5570.865234 Iteration 44Q: 3 clusters Score -1.215167e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55523 members Mstep: Class 2 contains 19954 members Entering Unmasked Estep Score: -12151686.000000 Penalty: 5570.865234 Iteration 45Q: 3 clusters Score -1.215169e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55533 members Mstep: Class 2 contains 19944 members Entering Unmasked Estep Score: -12151675.000000 Penalty: 5570.865234 Iteration 46Q: 3 clusters Score -1.215168e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55545 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -12151685.000000 Penalty: 5570.865234 Iteration 47Q: 3 clusters Score -1.215168e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55556 members Mstep: Class 2 contains 19921 members Entering Unmasked Estep Score: -12151687.000000 Penalty: 5570.865234 Iteration 48Q: 3 clusters Score -1.215169e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55571 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -12151682.000000 Penalty: 5570.865234 Iteration 49Q: 3 clusters Score -1.215168e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55587 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -12151683.000000 Penalty: 5570.865234 Iteration 50Q: 3 clusters Score -1.215168e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55600 members Mstep: Class 2 contains 19877 members Entering Unmasked Estep Score: -12151689.000000 Penalty: 5570.865234 Iteration 51Q: 3 clusters Score -1.215169e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55611 members Mstep: Class 2 contains 19866 members Entering Unmasked Estep Score: -12151668.000000 Penalty: 5570.865234 Iteration 52Q: 3 clusters Score -1.215167e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55626 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -12151671.000000 Penalty: 5570.865234 Iteration 53Q: 3 clusters Score -1.215167e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55635 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -12151668.000000 Penalty: 5570.865234 Iteration 54Q: 3 clusters Score -1.215167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55639 members Mstep: Class 2 contains 19838 members Entering Unmasked Estep Score: -12151656.000000 Penalty: 5570.865234 Iteration 55Q: 3 clusters Score -1.215166e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55643 members Mstep: Class 2 contains 19834 members Entering Unmasked Estep Score: -12151652.000000 Penalty: 5570.865234 Iteration 56Q: 3 clusters Score -1.215165e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55646 members Mstep: Class 2 contains 19831 members Entering Unmasked Estep Score: -12151647.000000 Penalty: 5570.865234 Iteration 57Q: 3 clusters Score -1.215165e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55648 members Mstep: Class 2 contains 19829 members Entering Unmasked Estep Score: -12151653.000000 Penalty: 5570.865234 Iteration 58Q: 3 clusters Score -1.215165e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55649 members Mstep: Class 2 contains 19828 members Entering Unmasked Estep Score: -12151650.000000 Penalty: 5570.865234 Iteration 59Q: 3 clusters Score -1.215165e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55650 members Mstep: Class 2 contains 19827 members Entering Unmasked Estep Score: -12151653.000000 Penalty: 5570.865234 Iteration 60F: 3 clusters Score -1.215165e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 55650 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 17631 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 149 members Mstep: Class 26 contains 19827 members Entering Unmasked Estep Score: -106640296.000000 Penalty: 86378.781250 Splitting cluster 15 changes total score from -106586976.000000 to -106640296.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (17631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Entering Unmasked Estep Score: -2888778.500000 Penalty: 2424.798828 Iteration 0F: 2 clusters Score -2888778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -2876165.750000 Penalty: 4849.597656 Iteration 0F: 3 clusters Score -2876166 nChanged 7763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -2881263.250000 Penalty: 4849.597656 Iteration 1F: 3 clusters Score -2881263 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -2883037.250000 Penalty: 4849.597656 Iteration 2F: 3 clusters Score -2883037 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -2885334.500000 Penalty: 4849.597656 Iteration 3F: 3 clusters Score -2885334 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -2887030.500000 Penalty: 4849.597656 Iteration 4F: 3 clusters Score -2887030 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -2887858.750000 Penalty: 4849.597656 Iteration 5F: 3 clusters Score -2887859 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -2888409.750000 Penalty: 4849.597656 Iteration 6Q: 3 clusters Score -2888410 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -2889086.250000 Penalty: 4849.597656 Iteration 7Q: 3 clusters Score -2889086 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -2889719.250000 Penalty: 4849.597656 Iteration 8Q: 3 clusters Score -2889719 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -2890108.250000 Penalty: 4849.597656 Iteration 9Q: 3 clusters Score -2890108 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -2890408.500000 Penalty: 4849.597656 Iteration 10Q: 3 clusters Score -2890408 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -2890698.000000 Penalty: 4849.597656 Iteration 11Q: 3 clusters Score -2890698 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -2891105.000000 Penalty: 4849.597656 Iteration 12Q: 3 clusters Score -2891105 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -2891722.000000 Penalty: 4849.597656 Iteration 13Q: 3 clusters Score -2891722 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -2892517.250000 Penalty: 4849.597656 Iteration 14Q: 3 clusters Score -2892517 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -2893159.250000 Penalty: 4849.597656 Iteration 15Q: 3 clusters Score -2893159 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -2893466.250000 Penalty: 4849.597656 Iteration 16Q: 3 clusters Score -2893466 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 13899 members Entering Unmasked Estep Score: -2893583.750000 Penalty: 4849.597656 Iteration 17Q: 3 clusters Score -2893584 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -2893624.750000 Penalty: 4849.597656 Iteration 18Q: 3 clusters Score -2893625 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -2893649.250000 Penalty: 4849.597656 Iteration 19Q: 3 clusters Score -2893649 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 14069 members Entering Unmasked Estep Score: -2893660.750000 Penalty: 4849.597656 Iteration 20F: 3 clusters Score -2893661 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -2893674.250000 Penalty: 4849.597656 Iteration 21Q: 3 clusters Score -2893674 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 14111 members Entering Unmasked Estep Score: -2893681.000000 Penalty: 4849.597656 Iteration 22Q: 3 clusters Score -2893681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -2893684.500000 Penalty: 4849.597656 Iteration 23Q: 3 clusters Score -2893684 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -2893676.250000 Penalty: 4849.597656 Iteration 24Q: 3 clusters Score -2893676 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 14144 members Entering Unmasked Estep Score: -2893682.250000 Penalty: 4849.597656 Iteration 25Q: 3 clusters Score -2893682 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -2893680.000000 Penalty: 4849.597656 Iteration 26Q: 3 clusters Score -2893680 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 14166 members Entering Unmasked Estep Score: -2893681.250000 Penalty: 4849.597656 Iteration 27Q: 3 clusters Score -2893681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -2893678.000000 Penalty: 4849.597656 Iteration 28Q: 3 clusters Score -2893678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -2893678.750000 Penalty: 4849.597656 Iteration 29Q: 3 clusters Score -2893679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -2893682.250000 Penalty: 4849.597656 Iteration 30Q: 3 clusters Score -2893682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -2893683.250000 Penalty: 4849.597656 Iteration 31Q: 3 clusters Score -2893683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -2893683.250000 Penalty: 4849.597656 Iteration 32F: 3 clusters Score -2893683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 55650 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 149 members Mstep: Class 26 contains 19827 members Mstep: Class 27 contains 14176 members Entering Unmasked Estep Score: -106644288.000000 Penalty: 89701.046875 Splitting cluster 17 changes total score from -106586976.000000 to -106644288.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 18 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -49241.722656 Penalty: 1520.004517 Iteration 0F: 2 clusters Score -49241.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -48379.835938 Penalty: 3040.009033 Iteration 0F: 3 clusters Score -48379.84 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -49142.648438 Penalty: 3040.009033 Iteration 1F: 3 clusters Score -49142.65 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -49503.031250 Penalty: 3040.009033 Iteration 2F: 3 clusters Score -49503.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -49686.570312 Penalty: 3040.009033 Iteration 3Q: 3 clusters Score -49686.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -49709.085938 Penalty: 3040.009033 Iteration 4Q: 3 clusters Score -49709.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -49730.101562 Penalty: 3040.009033 Iteration 5Q: 3 clusters Score -49730.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -49735.324219 Penalty: 3040.009033 Iteration 6Q: 3 clusters Score -49735.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -49737.093750 Penalty: 3040.009033 Iteration 7Q: 3 clusters Score -49737.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -49745.117188 Penalty: 3040.009033 Iteration 8Q: 3 clusters Score -49745.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -49762.433594 Penalty: 3040.009033 Iteration 9Q: 3 clusters Score -49762.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -49775.011719 Penalty: 3040.009033 Iteration 10F: 3 clusters Score -49775.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -49833.167969 Penalty: 3040.009033 Iteration 11Q: 3 clusters Score -49833.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -49854.718750 Penalty: 3040.009033 Iteration 12Q: 3 clusters Score -49854.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -49876.726562 Penalty: 3040.009033 Iteration 13Q: 3 clusters Score -49876.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49888.765625 Penalty: 3040.009033 Iteration 14Q: 3 clusters Score -49888.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -49956.285156 Penalty: 3040.009033 Iteration 15Q: 3 clusters Score -49956.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49984.984375 Penalty: 3040.009033 Iteration 16Q: 3 clusters Score -49984.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -50042.878906 Penalty: 3040.009033 Iteration 17Q: 3 clusters Score -50042.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -50049.871094 Penalty: 3040.009033 Iteration 18Q: 3 clusters Score -50049.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -50059.996094 Penalty: 3040.009033 Iteration 19Q: 3 clusters Score -50060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -50079.160156 Penalty: 3040.009033 Iteration 20F: 3 clusters Score -50079.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -50179.476562 Penalty: 3040.009033 Iteration 21Q: 3 clusters Score -50179.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -50227.789062 Penalty: 3040.009033 Iteration 22Q: 3 clusters Score -50227.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -50295.949219 Penalty: 3040.009033 Iteration 23Q: 3 clusters Score -50295.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -50410.855469 Penalty: 3040.009033 Iteration 24Q: 3 clusters Score -50410.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -50413.328125 Penalty: 3040.009033 Iteration 25Q: 3 clusters Score -50413.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -50448.953125 Penalty: 3040.009033 Iteration 26F: 3 clusters Score -50448.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -50694.460938 Penalty: 3040.009033 Iteration 27Q: 3 clusters Score -50694.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -50762.957031 Penalty: 3040.009033 Iteration 28Q: 3 clusters Score -50762.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -50893.324219 Penalty: 3040.009033 Iteration 29Q: 3 clusters Score -50893.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51036.203125 Penalty: 3040.009033 Iteration 30Q: 3 clusters Score -51036.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51151.214844 Penalty: 3040.009033 Iteration 31Q: 3 clusters Score -51151.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -51303.007812 Penalty: 3040.009033 Iteration 32Q: 3 clusters Score -51303.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -51412.468750 Penalty: 3040.009033 Iteration 33Q: 3 clusters Score -51412.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -51447.687500 Penalty: 3040.009033 Iteration 34Q: 3 clusters Score -51447.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -51491.433594 Penalty: 3040.009033 Iteration 35Q: 3 clusters Score -51491.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -51519.089844 Penalty: 3040.009033 Iteration 36Q: 3 clusters Score -51519.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51524.636719 Penalty: 3040.009033 Iteration 37Q: 3 clusters Score -51524.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51528.687500 Penalty: 3040.009033 Iteration 38Q: 3 clusters Score -51528.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51538.488281 Penalty: 3040.009033 Iteration 39F: 3 clusters Score -51538.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -51567.386719 Penalty: 3040.009033 Iteration 40F: 3 clusters Score -51567.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -51732.832031 Penalty: 3040.009033 Iteration 41Q: 3 clusters Score -51732.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -51732.832031 Penalty: 3040.009033 Iteration 42F: 3 clusters Score -51732.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 55650 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 284 members Mstep: Class 19 contains 86299 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 149 members Mstep: Class 26 contains 19827 members Mstep: Class 27 contains 14176 members Mstep: Class 28 contains 175 members Entering Unmasked Estep Score: -106644968.000000 Penalty: 93023.304688 Splitting cluster 18 changes total score from -106586976.000000 to -106644968.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 19 (86299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86299 members Entering Unmasked Estep Score: -14391003.000000 Penalty: 2818.662109 Iteration 0F: 2 clusters Score -1.4391e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43006 members Mstep: Class 2 contains 43293 members Entering Unmasked Estep Score: -14333262.000000 Penalty: 5637.324219 Iteration 0F: 3 clusters Score -1.433326e+07 nChanged 40528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41364 members Mstep: Class 2 contains 44935 members Entering Unmasked Estep Score: -14356468.000000 Penalty: 5637.324219 Iteration 1F: 3 clusters Score -1.435647e+07 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40636 members Mstep: Class 2 contains 45663 members Entering Unmasked Estep Score: -14357162.000000 Penalty: 5637.324219 Iteration 2Q: 3 clusters Score -1.435716e+07 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39645 members Mstep: Class 2 contains 46654 members Entering Unmasked Estep Score: -14358197.000000 Penalty: 5637.324219 Iteration 3Q: 3 clusters Score -1.43582e+07 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38296 members Mstep: Class 2 contains 48003 members Entering Unmasked Estep Score: -14360054.000000 Penalty: 5637.324219 Iteration 4Q: 3 clusters Score -1.436005e+07 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36603 members Mstep: Class 2 contains 49696 members Entering Unmasked Estep Score: -14363559.000000 Penalty: 5637.324219 Iteration 5F: 3 clusters Score -1.436356e+07 nChanged 6007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34900 members Mstep: Class 2 contains 51399 members Entering Unmasked Estep Score: -14369318.000000 Penalty: 5637.324219 Iteration 6F: 3 clusters Score -1.436932e+07 nChanged 7036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33610 members Mstep: Class 2 contains 52689 members Entering Unmasked Estep Score: -14376534.000000 Penalty: 5637.324219 Iteration 7F: 3 clusters Score -1.437653e+07 nChanged 6989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32737 members Mstep: Class 2 contains 53562 members Entering Unmasked Estep Score: -14382870.000000 Penalty: 5637.324219 Iteration 8F: 3 clusters Score -1.438287e+07 nChanged 5708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Mstep: Class 2 contains 54530 members Entering Unmasked Estep Score: -14387234.000000 Penalty: 5637.324219 Iteration 9F: 3 clusters Score -1.438723e+07 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30555 members Mstep: Class 2 contains 55744 members Entering Unmasked Estep Score: -14389625.000000 Penalty: 5637.324219 Iteration 10Q: 3 clusters Score -1.438962e+07 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29106 members Mstep: Class 2 contains 57193 members Entering Unmasked Estep Score: -14391048.000000 Penalty: 5637.324219 Iteration 11Q: 3 clusters Score -1.439105e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27633 members Mstep: Class 2 contains 58666 members Entering Unmasked Estep Score: -14391903.000000 Penalty: 5637.324219 Iteration 12Q: 3 clusters Score -1.43919e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26326 members Mstep: Class 2 contains 59973 members Entering Unmasked Estep Score: -14392435.000000 Penalty: 5637.324219 Iteration 13Q: 3 clusters Score -1.439244e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 61118 members Entering Unmasked Estep Score: -14392706.000000 Penalty: 5637.324219 Iteration 14Q: 3 clusters Score -1.439271e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24199 members Mstep: Class 2 contains 62100 members Entering Unmasked Estep Score: -14392957.000000 Penalty: 5637.324219 Iteration 15Q: 3 clusters Score -1.439296e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 62965 members Entering Unmasked Estep Score: -14393132.000000 Penalty: 5637.324219 Iteration 16Q: 3 clusters Score -1.439313e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22612 members Mstep: Class 2 contains 63687 members Entering Unmasked Estep Score: -14393236.000000 Penalty: 5637.324219 Iteration 17Q: 3 clusters Score -1.439324e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 64331 members Entering Unmasked Estep Score: -14393351.000000 Penalty: 5637.324219 Iteration 18Q: 3 clusters Score -1.439335e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21419 members Mstep: Class 2 contains 64880 members Entering Unmasked Estep Score: -14393375.000000 Penalty: 5637.324219 Iteration 19Q: 3 clusters Score -1.439338e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 65318 members Entering Unmasked Estep Score: -14393411.000000 Penalty: 5637.324219 Iteration 20F: 3 clusters Score -1.439341e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 65705 members Entering Unmasked Estep Score: -14393523.000000 Penalty: 5637.324219 Iteration 21Q: 3 clusters Score -1.439352e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20241 members Mstep: Class 2 contains 66058 members Entering Unmasked Estep Score: -14393511.000000 Penalty: 5637.324219 Iteration 22Q: 3 clusters Score -1.439351e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 66353 members Entering Unmasked Estep Score: -14393536.000000 Penalty: 5637.324219 Iteration 23Q: 3 clusters Score -1.439354e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 66604 members Entering Unmasked Estep Score: -14393533.000000 Penalty: 5637.324219 Iteration 24Q: 3 clusters Score -1.439353e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19458 members Mstep: Class 2 contains 66841 members Entering Unmasked Estep Score: -14393511.000000 Penalty: 5637.324219 Iteration 25Q: 3 clusters Score -1.439351e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19253 members Mstep: Class 2 contains 67046 members Entering Unmasked Estep Score: -14393556.000000 Penalty: 5637.324219 Iteration 26Q: 3 clusters Score -1.439356e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 67218 members Entering Unmasked Estep Score: -14393606.000000 Penalty: 5637.324219 Iteration 27Q: 3 clusters Score -1.439361e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 67369 members Entering Unmasked Estep Score: -14393637.000000 Penalty: 5637.324219 Iteration 28Q: 3 clusters Score -1.439364e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 67511 members Entering Unmasked Estep Score: -14393642.000000 Penalty: 5637.324219 Iteration 29Q: 3 clusters Score -1.439364e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18658 members Mstep: Class 2 contains 67641 members Entering Unmasked Estep Score: -14393666.000000 Penalty: 5637.324219 Iteration 30Q: 3 clusters Score -1.439367e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 67746 members Entering Unmasked Estep Score: -14393654.000000 Penalty: 5637.324219 Iteration 31Q: 3 clusters Score -1.439365e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18459 members Mstep: Class 2 contains 67840 members Entering Unmasked Estep Score: -14393648.000000 Penalty: 5637.324219 Iteration 32Q: 3 clusters Score -1.439365e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18366 members Mstep: Class 2 contains 67933 members Entering Unmasked Estep Score: -14393629.000000 Penalty: 5637.324219 Iteration 33Q: 3 clusters Score -1.439363e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18279 members Mstep: Class 2 contains 68020 members Entering Unmasked Estep Score: -14393646.000000 Penalty: 5637.324219 Iteration 34Q: 3 clusters Score -1.439365e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 68099 members Entering Unmasked Estep Score: -14393652.000000 Penalty: 5637.324219 Iteration 35Q: 3 clusters Score -1.439365e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 68182 members Entering Unmasked Estep Score: -14393659.000000 Penalty: 5637.324219 Iteration 36Q: 3 clusters Score -1.439366e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 68255 members Entering Unmasked Estep Score: -14393691.000000 Penalty: 5637.324219 Iteration 37Q: 3 clusters Score -1.439369e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 68316 members Entering Unmasked Estep Score: -14393706.000000 Penalty: 5637.324219 Iteration 38Q: 3 clusters Score -1.439371e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 68373 members Entering Unmasked Estep Score: -14393700.000000 Penalty: 5637.324219 Iteration 39Q: 3 clusters Score -1.43937e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 68427 members Entering Unmasked Estep Score: -14393714.000000 Penalty: 5637.324219 Iteration 40F: 3 clusters Score -1.439371e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17817 members Mstep: Class 2 contains 68482 members Entering Unmasked Estep Score: -14393721.000000 Penalty: 5637.324219 Iteration 41Q: 3 clusters Score -1.439372e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 68533 members Entering Unmasked Estep Score: -14393710.000000 Penalty: 5637.324219 Iteration 42Q: 3 clusters Score -1.439371e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17728 members Mstep: Class 2 contains 68571 members Entering Unmasked Estep Score: -14393741.000000 Penalty: 5637.324219 Iteration 43Q: 3 clusters Score -1.439374e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 68604 members Entering Unmasked Estep Score: -14393754.000000 Penalty: 5637.324219 Iteration 44Q: 3 clusters Score -1.439375e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 68650 members Entering Unmasked Estep Score: -14393767.000000 Penalty: 5637.324219 Iteration 45Q: 3 clusters Score -1.439377e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 68683 members Entering Unmasked Estep Score: -14393766.000000 Penalty: 5637.324219 Iteration 46Q: 3 clusters Score -1.439377e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 68721 members Entering Unmasked Estep Score: -14393750.000000 Penalty: 5637.324219 Iteration 47Q: 3 clusters Score -1.439375e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 68754 members Entering Unmasked Estep Score: -14393758.000000 Penalty: 5637.324219 Iteration 48Q: 3 clusters Score -1.439376e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17513 members Mstep: Class 2 contains 68786 members Entering Unmasked Estep Score: -14393740.000000 Penalty: 5637.324219 Iteration 49Q: 3 clusters Score -1.439374e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17484 members Mstep: Class 2 contains 68815 members Entering Unmasked Estep Score: -14393744.000000 Penalty: 5637.324219 Iteration 50Q: 3 clusters Score -1.439374e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17460 members Mstep: Class 2 contains 68839 members Entering Unmasked Estep Score: -14393757.000000 Penalty: 5637.324219 Iteration 51Q: 3 clusters Score -1.439376e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 68866 members Entering Unmasked Estep Score: -14393748.000000 Penalty: 5637.324219 Iteration 52Q: 3 clusters Score -1.439375e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 68890 members Entering Unmasked Estep Score: -14393749.000000 Penalty: 5637.324219 Iteration 53Q: 3 clusters Score -1.439375e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17389 members Mstep: Class 2 contains 68910 members Entering Unmasked Estep Score: -14393755.000000 Penalty: 5637.324219 Iteration 54Q: 3 clusters Score -1.439376e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17372 members Mstep: Class 2 contains 68927 members Entering Unmasked Estep Score: -14393744.000000 Penalty: 5637.324219 Iteration 55Q: 3 clusters Score -1.439374e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 68941 members Entering Unmasked Estep Score: -14393754.000000 Penalty: 5637.324219 Iteration 56Q: 3 clusters Score -1.439375e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17350 members Mstep: Class 2 contains 68949 members Entering Unmasked Estep Score: -14393755.000000 Penalty: 5637.324219 Iteration 57Q: 3 clusters Score -1.439376e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17341 members Mstep: Class 2 contains 68958 members Entering Unmasked Estep Score: -14393756.000000 Penalty: 5637.324219 Iteration 58Q: 3 clusters Score -1.439376e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17333 members Mstep: Class 2 contains 68966 members Entering Unmasked Estep Score: -14393750.000000 Penalty: 5637.324219 Iteration 59Q: 3 clusters Score -1.439375e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 68975 members Entering Unmasked Estep Score: -14393748.000000 Penalty: 5637.324219 Iteration 60F: 3 clusters Score -1.439375e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 68981 members Entering Unmasked Estep Score: -14393757.000000 Penalty: 5637.324219 Iteration 61Q: 3 clusters Score -1.439376e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17311 members Mstep: Class 2 contains 68988 members Entering Unmasked Estep Score: -14393765.000000 Penalty: 5637.324219 Iteration 62Q: 3 clusters Score -1.439376e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 68997 members Entering Unmasked Estep Score: -14393767.000000 Penalty: 5637.324219 Iteration 63Q: 3 clusters Score -1.439377e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 69005 members Entering Unmasked Estep Score: -14393753.000000 Penalty: 5637.324219 Iteration 64Q: 3 clusters Score -1.439375e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17285 members Mstep: Class 2 contains 69014 members Entering Unmasked Estep Score: -14393754.000000 Penalty: 5637.324219 Iteration 65Q: 3 clusters Score -1.439375e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 69021 members Entering Unmasked Estep Score: -14393764.000000 Penalty: 5637.324219 Iteration 66Q: 3 clusters Score -1.439376e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17273 members Mstep: Class 2 contains 69026 members Entering Unmasked Estep Score: -14393746.000000 Penalty: 5637.324219 Iteration 67Q: 3 clusters Score -1.439375e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17268 members Mstep: Class 2 contains 69031 members Entering Unmasked Estep Score: -14393750.000000 Penalty: 5637.324219 Iteration 68Q: 3 clusters Score -1.439375e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17266 members Mstep: Class 2 contains 69033 members Entering Unmasked Estep Score: -14393750.000000 Penalty: 5637.324219 Iteration 69Q: 3 clusters Score -1.439375e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17264 members Mstep: Class 2 contains 69035 members Entering Unmasked Estep Score: -14393766.000000 Penalty: 5637.324219 Iteration 70Q: 3 clusters Score -1.439377e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 69037 members Entering Unmasked Estep Score: -14393762.000000 Penalty: 5637.324219 Iteration 71Q: 3 clusters Score -1.439376e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17258 members Mstep: Class 2 contains 69041 members Entering Unmasked Estep Score: -14393766.000000 Penalty: 5637.324219 Iteration 72Q: 3 clusters Score -1.439377e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17249 members Mstep: Class 2 contains 69050 members Entering Unmasked Estep Score: -14393764.000000 Penalty: 5637.324219 Iteration 73Q: 3 clusters Score -1.439376e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17242 members Mstep: Class 2 contains 69057 members Entering Unmasked Estep Score: -14393757.000000 Penalty: 5637.324219 Iteration 74Q: 3 clusters Score -1.439376e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17235 members Mstep: Class 2 contains 69064 members Entering Unmasked Estep Score: -14393752.000000 Penalty: 5637.324219 Iteration 75Q: 3 clusters Score -1.439375e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17227 members Mstep: Class 2 contains 69072 members Entering Unmasked Estep Score: -14393749.000000 Penalty: 5637.324219 Iteration 76Q: 3 clusters Score -1.439375e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 69078 members Entering Unmasked Estep Score: -14393745.000000 Penalty: 5637.324219 Iteration 77Q: 3 clusters Score -1.439374e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 69084 members Entering Unmasked Estep Score: -14393756.000000 Penalty: 5637.324219 Iteration 78Q: 3 clusters Score -1.439376e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 69091 members Entering Unmasked Estep Score: -14393754.000000 Penalty: 5637.324219 Iteration 79Q: 3 clusters Score -1.439375e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 69099 members Entering Unmasked Estep Score: -14393750.000000 Penalty: 5637.324219 Iteration 80F: 3 clusters Score -1.439375e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17190 members Mstep: Class 2 contains 69109 members Entering Unmasked Estep Score: -14393753.000000 Penalty: 5637.324219 Iteration 81Q: 3 clusters Score -1.439375e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 69114 members Entering Unmasked Estep Score: -14393764.000000 Penalty: 5637.324219 Iteration 82Q: 3 clusters Score -1.439376e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17177 members Mstep: Class 2 contains 69122 members Entering Unmasked Estep Score: -14393767.000000 Penalty: 5637.324219 Iteration 83Q: 3 clusters Score -1.439377e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17168 members Mstep: Class 2 contains 69131 members Entering Unmasked Estep Score: -14393784.000000 Penalty: 5637.324219 Iteration 84Q: 3 clusters Score -1.439378e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 69146 members Entering Unmasked Estep Score: -14393772.000000 Penalty: 5637.324219 Iteration 85Q: 3 clusters Score -1.439377e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 69162 members Entering Unmasked Estep Score: -14393778.000000 Penalty: 5637.324219 Iteration 86Q: 3 clusters Score -1.439378e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 69179 members Entering Unmasked Estep Score: -14393787.000000 Penalty: 5637.324219 Iteration 87Q: 3 clusters Score -1.439379e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 69196 members Entering Unmasked Estep Score: -14393785.000000 Penalty: 5637.324219 Iteration 88Q: 3 clusters Score -1.439378e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 69207 members Entering Unmasked Estep Score: -14393788.000000 Penalty: 5637.324219 Iteration 89Q: 3 clusters Score -1.439379e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 69219 members Entering Unmasked Estep Score: -14393784.000000 Penalty: 5637.324219 Iteration 90Q: 3 clusters Score -1.439378e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 69227 members Entering Unmasked Estep Score: -14393772.000000 Penalty: 5637.324219 Iteration 91Q: 3 clusters Score -1.439377e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 69238 members Entering Unmasked Estep Score: -14393778.000000 Penalty: 5637.324219 Iteration 92Q: 3 clusters Score -1.439378e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 69249 members Entering Unmasked Estep Score: -14393786.000000 Penalty: 5637.324219 Iteration 93Q: 3 clusters Score -1.439379e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17036 members Mstep: Class 2 contains 69263 members Entering Unmasked Estep Score: -14393774.000000 Penalty: 5637.324219 Iteration 94Q: 3 clusters Score -1.439377e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 69273 members Entering Unmasked Estep Score: -14393770.000000 Penalty: 5637.324219 Iteration 95Q: 3 clusters Score -1.439377e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 69283 members Entering Unmasked Estep Score: -14393781.000000 Penalty: 5637.324219 Iteration 96Q: 3 clusters Score -1.439378e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17008 members Mstep: Class 2 contains 69291 members Entering Unmasked Estep Score: -14393777.000000 Penalty: 5637.324219 Iteration 97Q: 3 clusters Score -1.439378e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17000 members Mstep: Class 2 contains 69299 members Entering Unmasked Estep Score: -14393777.000000 Penalty: 5637.324219 Iteration 98Q: 3 clusters Score -1.439378e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 69305 members Entering Unmasked Estep Score: -14393765.000000 Penalty: 5637.324219 Iteration 99Q: 3 clusters Score -1.439376e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 69315 members Entering Unmasked Estep Score: -14393755.000000 Penalty: 5637.324219 Iteration 100F: 3 clusters Score -1.439376e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 69321 members Entering Unmasked Estep Score: -14393754.000000 Penalty: 5637.324219 Iteration 101Q: 3 clusters Score -1.439375e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16970 members Mstep: Class 2 contains 69329 members Entering Unmasked Estep Score: -14393756.000000 Penalty: 5637.324219 Iteration 102Q: 3 clusters Score -1.439376e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16962 members Mstep: Class 2 contains 69337 members Entering Unmasked Estep Score: -14393761.000000 Penalty: 5637.324219 Iteration 103Q: 3 clusters Score -1.439376e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 69342 members Entering Unmasked Estep Score: -14393767.000000 Penalty: 5637.324219 Iteration 104Q: 3 clusters Score -1.439377e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 69344 members Entering Unmasked Estep Score: -14393774.000000 Penalty: 5637.324219 Iteration 105Q: 3 clusters Score -1.439377e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 69344 members Entering Unmasked Estep Score: -14393774.000000 Penalty: 5637.324219 Iteration 106F: 3 clusters Score -1.439377e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5384 members Mstep: Class 3 contains 439 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 55650 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 284 members Mstep: Class 19 contains 16955 members Mstep: Class 20 contains 5784 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 29634 members Mstep: Class 23 contains 5262 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 149 members Mstep: Class 26 contains 19827 members Mstep: Class 27 contains 14176 members Mstep: Class 28 contains 175 members Mstep: Class 29 contains 69344 members Entering Unmasked Estep Score: -106646968.000000 Penalty: 96345.570312 Splitting cluster 19 changes total score from -106586976.000000 to -106646968.000000 So it's getting split into cluster 29. Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 2 contains 5384 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 75206 members Mstep: Class 6 contains 86155 members Mstep: Class 7 contains 97255 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 11126 members Mstep: Class 10 contains 86293 members Mstep: Class 11 contains 59751 members Mstep: Class 12 contains 2783 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 55650 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 284 members Mstep: Class 19 contains 16955 members Entering Unmasked Estep ConsiderDeletion Deleting Class 25. Lose 2037.158813 but Gain 3322.265625 Score: -106661600.000000 Penalty: 93023.304688 Iteration 39Q: 29 clusters Score -1.066616e+08 nChanged 20974 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 5778 members Mstep: Class 3 contains 427 members Mstep: Class 4 contains 1600 members Mstep: Class 5 contains 75159 members Mstep: Class 6 contains 86998 members Mstep: Class 7 contains 98406 members Mstep: Class 8 contains 940 members Mstep: Class 9 contains 11085 members Mstep: Class 10 contains 86918 members Mstep: Class 11 contains 60292 members Mstep: Class 12 contains 3274 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 287 members Mstep: Class 15 contains 54557 members Mstep: Class 16 contains 3761 members Mstep: Class 17 contains 3660 members Mstep: Class 18 contains 288 members Mstep: Class 19 contains 17930 members Mstep: Class 20 contains 5655 members Mstep: Class 21 contains 1513 members Mstep: Class 22 contains 28627 members Mstep: Class 23 contains 4673 members Mstep: Class 24 contains 1049 members Mstep: Class 26 contains 20377 members Mstep: Class 27 contains 13652 members Mstep: Class 28 contains 197 members Mstep: Class 29 contains 67528 members Entering Unmasked Estep ConsiderDeletion Score: -106679296.000000 Penalty: 93023.304688 Iteration 40F: 29 clusters Score -1.066793e+08 nChanged 14911 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 5728 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 1641 members Mstep: Class 5 contains 74537 members Mstep: Class 6 contains 87608 members Mstep: Class 7 contains 98359 members Mstep: Class 8 contains 928 members Mstep: Class 9 contains 9386 members Mstep: Class 10 contains 85230 members Mstep: Class 11 contains 62152 members Mstep: Class 12 contains 3363 members Mstep: Class 13 contains 452 members Mstep: Class 14 contains 300 members Mstep: Class 15 contains 53108 members Mstep: Class 16 contains 3534 members Mstep: Class 17 contains 3729 members Mstep: Class 18 contains 255 members Mstep: Class 19 contains 17973 members Mstep: Class 20 contains 5794 members Mstep: Class 21 contains 1517 members Mstep: Class 22 contains 30598 members Mstep: Class 23 contains 4679 members Mstep: Class 24 contains 1093 members Mstep: Class 26 contains 21160 members Mstep: Class 27 contains 13830 members Mstep: Class 28 contains 251 members Mstep: Class 29 contains 67457 members Entering Unmasked Estep ConsiderDeletion Score: -106686784.000000 Penalty: 93023.304688 Iteration 41Q: 29 clusters Score -1.066868e+08 nChanged 9246 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 5763 members Mstep: Class 3 contains 497 members Mstep: Class 4 contains 1658 members Mstep: Class 5 contains 73924 members Mstep: Class 6 contains 88315 members Mstep: Class 7 contains 98323 members Mstep: Class 8 contains 917 members Mstep: Class 9 contains 8140 members Mstep: Class 10 contains 83981 members Mstep: Class 11 contains 63852 members Mstep: Class 12 contains 3503 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 313 members Mstep: Class 15 contains 51874 members Mstep: Class 16 contains 3346 members Mstep: Class 17 contains 3777 members Mstep: Class 18 contains 240 members Mstep: Class 19 contains 17972 members Mstep: Class 20 contains 5883 members Mstep: Class 21 contains 1515 members Mstep: Class 22 contains 31917 members Mstep: Class 23 contains 4618 members Mstep: Class 24 contains 1115 members Mstep: Class 26 contains 21821 members Mstep: Class 27 contains 13823 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67336 members Entering Unmasked Estep ConsiderDeletion Score: -106690080.000000 Penalty: 93023.304688 Iteration 42Q: 29 clusters Score -1.066901e+08 nChanged 7158 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 5795 members Mstep: Class 3 contains 502 members Mstep: Class 4 contains 1663 members Mstep: Class 5 contains 73391 members Mstep: Class 6 contains 89002 members Mstep: Class 7 contains 98216 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 7238 members Mstep: Class 10 contains 82950 members Mstep: Class 11 contains 65217 members Mstep: Class 12 contains 3657 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 324 members Mstep: Class 15 contains 50796 members Mstep: Class 16 contains 3188 members Mstep: Class 17 contains 3807 members Mstep: Class 18 contains 236 members Mstep: Class 19 contains 17999 members Mstep: Class 20 contains 5948 members Mstep: Class 21 contains 1511 members Mstep: Class 22 contains 32992 members Mstep: Class 23 contains 4501 members Mstep: Class 24 contains 1131 members Mstep: Class 26 contains 22400 members Mstep: Class 27 contains 13767 members Mstep: Class 28 contains 243 members Mstep: Class 29 contains 67274 members Entering Unmasked Estep ConsiderDeletion Score: -106691688.000000 Penalty: 93023.304688 Iteration 43Q: 29 clusters Score -1.066917e+08 nChanged 5859 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 5822 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1666 members Mstep: Class 5 contains 72939 members Mstep: Class 6 contains 89576 members Mstep: Class 7 contains 98121 members Mstep: Class 8 contains 909 members Mstep: Class 9 contains 6624 members Mstep: Class 10 contains 81980 members Mstep: Class 11 contains 66353 members Mstep: Class 12 contains 3817 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 326 members Mstep: Class 15 contains 49893 members Mstep: Class 16 contains 3041 members Mstep: Class 17 contains 3818 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 18047 members Mstep: Class 20 contains 6004 members Mstep: Class 21 contains 1511 members Mstep: Class 22 contains 33873 members Mstep: Class 23 contains 4369 members Mstep: Class 24 contains 1144 members Mstep: Class 26 contains 22868 members Mstep: Class 27 contains 13703 members Mstep: Class 28 contains 243 members Mstep: Class 29 contains 67266 members Entering Unmasked Estep ConsiderDeletion Score: -106693104.000000 Penalty: 93023.304688 Iteration 44Q: 29 clusters Score -1.066931e+08 nChanged 4854 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 5817 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 1669 members Mstep: Class 5 contains 72557 members Mstep: Class 6 contains 90084 members Mstep: Class 7 contains 98045 members Mstep: Class 8 contains 909 members Mstep: Class 9 contains 6190 members Mstep: Class 10 contains 81141 members Mstep: Class 11 contains 67286 members Mstep: Class 12 contains 3982 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 328 members Mstep: Class 15 contains 49085 members Mstep: Class 16 contains 2926 members Mstep: Class 17 contains 3826 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 18066 members Mstep: Class 20 contains 6054 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 34596 members Mstep: Class 23 contains 4245 members Mstep: Class 24 contains 1154 members Mstep: Class 26 contains 23264 members Mstep: Class 27 contains 13614 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67317 members Entering Unmasked Estep ConsiderDeletion Score: -106693872.000000 Penalty: 93023.304688 Iteration 45Q: 29 clusters Score -1.066939e+08 nChanged 4169 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 5816 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 1670 members Mstep: Class 5 contains 72208 members Mstep: Class 6 contains 90533 members Mstep: Class 7 contains 97944 members Mstep: Class 8 contains 908 members Mstep: Class 9 contains 5911 members Mstep: Class 10 contains 80373 members Mstep: Class 11 contains 68102 members Mstep: Class 12 contains 4146 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 329 members Mstep: Class 15 contains 48386 members Mstep: Class 16 contains 2849 members Mstep: Class 17 contains 3825 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18085 members Mstep: Class 20 contains 6098 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 35182 members Mstep: Class 23 contains 4138 members Mstep: Class 24 contains 1157 members Mstep: Class 26 contains 23639 members Mstep: Class 27 contains 13514 members Mstep: Class 28 contains 241 members Mstep: Class 29 contains 67338 members Entering Unmasked Estep ConsiderDeletion Score: -106694376.000000 Penalty: 93023.304688 Iteration 46Q: 29 clusters Score -1.066944e+08 nChanged 3746 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5808 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1673 members Mstep: Class 5 contains 71880 members Mstep: Class 6 contains 90935 members Mstep: Class 7 contains 97842 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5709 members Mstep: Class 10 contains 79678 members Mstep: Class 11 contains 68823 members Mstep: Class 12 contains 4337 members Mstep: Class 13 contains 460 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 47725 members Mstep: Class 16 contains 2784 members Mstep: Class 17 contains 3829 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18111 members Mstep: Class 20 contains 6129 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 35699 members Mstep: Class 23 contains 4052 members Mstep: Class 24 contains 1158 members Mstep: Class 26 contains 23998 members Mstep: Class 27 contains 13379 members Mstep: Class 28 contains 241 members Mstep: Class 29 contains 67355 members Entering Unmasked Estep ConsiderDeletion Score: -106694912.000000 Penalty: 93023.304688 Iteration 47Q: 29 clusters Score -1.066949e+08 nChanged 3353 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 5809 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1677 members Mstep: Class 5 contains 71575 members Mstep: Class 6 contains 91313 members Mstep: Class 7 contains 97720 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5563 members Mstep: Class 10 contains 79089 members Mstep: Class 11 contains 69409 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 47183 members Mstep: Class 16 contains 2707 members Mstep: Class 17 contains 3836 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18123 members Mstep: Class 20 contains 6150 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 36158 members Mstep: Class 23 contains 3974 members Mstep: Class 24 contains 1160 members Mstep: Class 26 contains 24322 members Mstep: Class 27 contains 13246 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67359 members Entering Unmasked Estep ConsiderDeletion Score: -106695312.000000 Penalty: 93023.304688 Iteration 48Q: 29 clusters Score -1.066953e+08 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 5810 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1677 members Mstep: Class 5 contains 71317 members Mstep: Class 6 contains 91660 members Mstep: Class 7 contains 97598 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5461 members Mstep: Class 10 contains 78577 members Mstep: Class 11 contains 69898 members Mstep: Class 12 contains 4693 members Mstep: Class 13 contains 460 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 46732 members Mstep: Class 16 contains 2640 members Mstep: Class 17 contains 3849 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18136 members Mstep: Class 20 contains 6165 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 36548 members Mstep: Class 23 contains 3897 members Mstep: Class 24 contains 1161 members Mstep: Class 26 contains 24588 members Mstep: Class 27 contains 13124 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67366 members Entering Unmasked Estep ConsiderDeletion Score: -106695352.000000 Penalty: 93023.304688 Iteration 49Q: 29 clusters Score -1.066954e+08 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 5814 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1680 members Mstep: Class 5 contains 71130 members Mstep: Class 6 contains 91931 members Mstep: Class 7 contains 97502 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5375 members Mstep: Class 10 contains 78115 members Mstep: Class 11 contains 70276 members Mstep: Class 12 contains 4827 members Mstep: Class 13 contains 461 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 46357 members Mstep: Class 16 contains 2603 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18150 members Mstep: Class 20 contains 6173 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 36920 members Mstep: Class 23 contains 3824 members Mstep: Class 24 contains 1162 members Mstep: Class 26 contains 24826 members Mstep: Class 27 contains 13012 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67360 members Entering Unmasked Estep ConsiderDeletion Score: -106695696.000000 Penalty: 93023.304688 Iteration 50Q: 29 clusters Score -1.066957e+08 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 5820 members Mstep: Class 3 contains 506 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70997 members Mstep: Class 6 contains 92233 members Mstep: Class 7 contains 97389 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5316 members Mstep: Class 10 contains 77630 members Mstep: Class 11 contains 70642 members Mstep: Class 12 contains 4952 members Mstep: Class 13 contains 463 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 45965 members Mstep: Class 16 contains 2567 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18149 members Mstep: Class 20 contains 6183 members Mstep: Class 21 contains 1509 members Mstep: Class 22 contains 37240 members Mstep: Class 23 contains 3769 members Mstep: Class 24 contains 1161 members Mstep: Class 26 contains 25039 members Mstep: Class 27 contains 12928 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67359 members Entering Unmasked Estep ConsiderDeletion Score: -106696136.000000 Penalty: 93023.304688 Iteration 51Q: 29 clusters Score -1.066961e+08 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5820 members Mstep: Class 3 contains 508 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70896 members Mstep: Class 6 contains 92497 members Mstep: Class 7 contains 97291 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5267 members Mstep: Class 10 contains 77216 members Mstep: Class 11 contains 70932 members Mstep: Class 12 contains 5058 members Mstep: Class 13 contains 463 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 45629 members Mstep: Class 16 contains 2540 members Mstep: Class 17 contains 3886 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18145 members Mstep: Class 20 contains 6196 members Mstep: Class 21 contains 1507 members Mstep: Class 22 contains 37520 members Mstep: Class 23 contains 3715 members Mstep: Class 24 contains 1163 members Mstep: Class 26 contains 25248 members Mstep: Class 27 contains 12838 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67358 members Entering Unmasked Estep ConsiderDeletion Score: -106696576.000000 Penalty: 93023.304688 Iteration 52Q: 29 clusters Score -1.066966e+08 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 5817 members Mstep: Class 3 contains 508 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70841 members Mstep: Class 6 contains 92737 members Mstep: Class 7 contains 97158 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5222 members Mstep: Class 10 contains 76837 members Mstep: Class 11 contains 71174 members Mstep: Class 12 contains 5140 members Mstep: Class 13 contains 464 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 45356 members Mstep: Class 16 contains 2514 members Mstep: Class 17 contains 3888 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18148 members Mstep: Class 20 contains 6222 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 37763 members Mstep: Class 23 contains 3668 members Mstep: Class 24 contains 1164 members Mstep: Class 26 contains 25428 members Mstep: Class 27 contains 12767 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67373 members Entering Unmasked Estep ConsiderDeletion Score: -106696480.000000 Penalty: 93023.304688 Iteration 53Q: 29 clusters Score -1.066965e+08 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 5813 members Mstep: Class 3 contains 508 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70778 members Mstep: Class 6 contains 92977 members Mstep: Class 7 contains 97027 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5185 members Mstep: Class 10 contains 76502 members Mstep: Class 11 contains 71378 members Mstep: Class 12 contains 5192 members Mstep: Class 13 contains 467 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 45143 members Mstep: Class 16 contains 2488 members Mstep: Class 17 contains 3894 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18162 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 37995 members Mstep: Class 23 contains 3618 members Mstep: Class 24 contains 1163 members Mstep: Class 26 contains 25581 members Mstep: Class 27 contains 12708 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67371 members Entering Unmasked Estep ConsiderDeletion Score: -106696744.000000 Penalty: 93023.304688 Iteration 54Q: 29 clusters Score -1.066967e+08 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 5814 members Mstep: Class 3 contains 508 members Mstep: Class 4 contains 1683 members Mstep: Class 5 contains 70738 members Mstep: Class 6 contains 93211 members Mstep: Class 7 contains 96860 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5161 members Mstep: Class 10 contains 76213 members Mstep: Class 11 contains 71565 members Mstep: Class 12 contains 5228 members Mstep: Class 13 contains 471 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44977 members Mstep: Class 16 contains 2468 members Mstep: Class 17 contains 3890 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18166 members Mstep: Class 20 contains 6260 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38168 members Mstep: Class 23 contains 3572 members Mstep: Class 24 contains 1162 members Mstep: Class 26 contains 25732 members Mstep: Class 27 contains 12670 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67358 members Entering Unmasked Estep ConsiderDeletion Score: -106696752.000000 Penalty: 93023.304688 Iteration 55Q: 29 clusters Score -1.066968e+08 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 5812 members Mstep: Class 3 contains 508 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70716 members Mstep: Class 6 contains 93401 members Mstep: Class 7 contains 96673 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5137 members Mstep: Class 10 contains 75971 members Mstep: Class 11 contains 71720 members Mstep: Class 12 contains 5264 members Mstep: Class 13 contains 475 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44854 members Mstep: Class 16 contains 2462 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18169 members Mstep: Class 20 contains 6275 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38305 members Mstep: Class 23 contains 3520 members Mstep: Class 24 contains 1160 members Mstep: Class 26 contains 25876 members Mstep: Class 27 contains 12645 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67366 members Entering Unmasked Estep ConsiderDeletion Score: -106696656.000000 Penalty: 93023.304688 Iteration 56Q: 29 clusters Score -1.066967e+08 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 5813 members Mstep: Class 3 contains 509 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70685 members Mstep: Class 6 contains 93600 members Mstep: Class 7 contains 96479 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5114 members Mstep: Class 10 contains 75764 members Mstep: Class 11 contains 71854 members Mstep: Class 12 contains 5281 members Mstep: Class 13 contains 478 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44713 members Mstep: Class 16 contains 2465 members Mstep: Class 17 contains 3882 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18171 members Mstep: Class 20 contains 6294 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38439 members Mstep: Class 23 contains 3460 members Mstep: Class 24 contains 1158 members Mstep: Class 26 contains 26016 members Mstep: Class 27 contains 12633 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67383 members Entering Unmasked Estep ConsiderDeletion Score: -106696664.000000 Penalty: 93023.304688 Iteration 57Q: 29 clusters Score -1.066967e+08 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 5810 members Mstep: Class 3 contains 509 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 70648 members Mstep: Class 6 contains 93802 members Mstep: Class 7 contains 96276 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5102 members Mstep: Class 10 contains 75599 members Mstep: Class 11 contains 71971 members Mstep: Class 12 contains 5286 members Mstep: Class 13 contains 481 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44551 members Mstep: Class 16 contains 2466 members Mstep: Class 17 contains 3883 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18170 members Mstep: Class 20 contains 6303 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38538 members Mstep: Class 23 contains 3427 members Mstep: Class 24 contains 1157 members Mstep: Class 26 contains 26179 members Mstep: Class 27 contains 12627 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67404 members Entering Unmasked Estep ConsiderDeletion Score: -106697024.000000 Penalty: 93023.304688 Iteration 58Q: 29 clusters Score -1.06697e+08 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 5806 members Mstep: Class 3 contains 509 members Mstep: Class 4 contains 1683 members Mstep: Class 5 contains 70620 members Mstep: Class 6 contains 94020 members Mstep: Class 7 contains 96074 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5095 members Mstep: Class 10 contains 75453 members Mstep: Class 11 contains 72064 members Mstep: Class 12 contains 5280 members Mstep: Class 13 contains 482 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44395 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 3882 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18166 members Mstep: Class 20 contains 6311 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38632 members Mstep: Class 23 contains 3389 members Mstep: Class 24 contains 1158 members Mstep: Class 26 contains 26332 members Mstep: Class 27 contains 12631 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67420 members Entering Unmasked Estep ConsiderDeletion Score: -106697312.000000 Penalty: 93023.304688 Iteration 59Q: 29 clusters Score -1.066973e+08 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 5806 members Mstep: Class 3 contains 509 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 70600 members Mstep: Class 6 contains 94230 members Mstep: Class 7 contains 95886 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5093 members Mstep: Class 10 contains 75326 members Mstep: Class 11 contains 72139 members Mstep: Class 12 contains 5275 members Mstep: Class 13 contains 482 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44261 members Mstep: Class 16 contains 2457 members Mstep: Class 17 contains 3883 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 18154 members Mstep: Class 20 contains 6312 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38711 members Mstep: Class 23 contains 3352 members Mstep: Class 24 contains 1158 members Mstep: Class 26 contains 26490 members Mstep: Class 27 contains 12631 members Mstep: Class 28 contains 242 members Mstep: Class 29 contains 67424 members Entering Unmasked Estep ConsiderDeletion Score: -106698776.000000 Penalty: 93023.304688 Iteration 60F: 29 clusters Score -1.066988e+08 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5802 members Mstep: Class 3 contains 511 members Mstep: Class 4 contains 1687 members Mstep: Class 5 contains 70570 members Mstep: Class 6 contains 94431 members Mstep: Class 7 contains 95686 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5088 members Mstep: Class 10 contains 75221 members Mstep: Class 11 contains 72201 members Mstep: Class 12 contains 5320 members Mstep: Class 13 contains 482 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44149 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 3872 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 18139 members Mstep: Class 20 contains 6315 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38794 members Mstep: Class 23 contains 3306 members Mstep: Class 24 contains 1158 members Mstep: Class 26 contains 26623 members Mstep: Class 27 contains 12619 members Mstep: Class 28 contains 279 members Mstep: Class 29 contains 67447 members Entering Unmasked Estep ConsiderDeletion Score: -106699936.000000 Penalty: 93023.304688 Iteration 61Q: 29 clusters Score -1.066999e+08 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5801 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70535 members Mstep: Class 6 contains 94621 members Mstep: Class 7 contains 95532 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5084 members Mstep: Class 10 contains 75137 members Mstep: Class 11 contains 72258 members Mstep: Class 12 contains 5337 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44041 members Mstep: Class 16 contains 2433 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 18117 members Mstep: Class 20 contains 6317 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38863 members Mstep: Class 23 contains 3264 members Mstep: Class 24 contains 1159 members Mstep: Class 26 contains 26752 members Mstep: Class 27 contains 12607 members Mstep: Class 28 contains 279 members Mstep: Class 29 contains 67461 members Entering Unmasked Estep ConsiderDeletion Score: -106699824.000000 Penalty: 93023.304688 Iteration 62Q: 29 clusters Score -1.066998e+08 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5806 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1688 members Mstep: Class 5 contains 70517 members Mstep: Class 6 contains 94781 members Mstep: Class 7 contains 95379 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5079 members Mstep: Class 10 contains 75056 members Mstep: Class 11 contains 72303 members Mstep: Class 12 contains 5343 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43964 members Mstep: Class 16 contains 2432 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18088 members Mstep: Class 20 contains 6317 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38929 members Mstep: Class 23 contains 3231 members Mstep: Class 24 contains 1159 members Mstep: Class 26 contains 26853 members Mstep: Class 27 contains 12599 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67483 members Entering Unmasked Estep ConsiderDeletion Score: -106699856.000000 Penalty: 93023.304688 Iteration 63Q: 29 clusters Score -1.066999e+08 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5811 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70494 members Mstep: Class 6 contains 94931 members Mstep: Class 7 contains 95238 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5075 members Mstep: Class 10 contains 74972 members Mstep: Class 11 contains 72358 members Mstep: Class 12 contains 5349 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43878 members Mstep: Class 16 contains 2426 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18067 members Mstep: Class 20 contains 6318 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 38987 members Mstep: Class 23 contains 3202 members Mstep: Class 24 contains 1160 members Mstep: Class 26 contains 26963 members Mstep: Class 27 contains 12598 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67489 members Entering Unmasked Estep ConsiderDeletion Score: -106699808.000000 Penalty: 93023.304688 Iteration 64Q: 29 clusters Score -1.066998e+08 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5818 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70466 members Mstep: Class 6 contains 95047 members Mstep: Class 7 contains 95111 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5073 members Mstep: Class 10 contains 74896 members Mstep: Class 11 contains 72412 members Mstep: Class 12 contains 5346 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43826 members Mstep: Class 16 contains 2428 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18045 members Mstep: Class 20 contains 6317 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39043 members Mstep: Class 23 contains 3176 members Mstep: Class 24 contains 1162 members Mstep: Class 26 contains 27061 members Mstep: Class 27 contains 12599 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67490 members Entering Unmasked Estep ConsiderDeletion Score: -106699696.000000 Penalty: 93023.304688 Iteration 65Q: 29 clusters Score -1.066997e+08 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 5823 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70434 members Mstep: Class 6 contains 95151 members Mstep: Class 7 contains 94956 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5071 members Mstep: Class 10 contains 74837 members Mstep: Class 11 contains 72465 members Mstep: Class 12 contains 5348 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43822 members Mstep: Class 16 contains 2420 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18026 members Mstep: Class 20 contains 6319 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39086 members Mstep: Class 23 contains 3147 members Mstep: Class 24 contains 1164 members Mstep: Class 26 contains 27160 members Mstep: Class 27 contains 12604 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67486 members Entering Unmasked Estep ConsiderDeletion Score: -106699680.000000 Penalty: 93023.304688 Iteration 66Q: 29 clusters Score -1.066997e+08 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70409 members Mstep: Class 6 contains 95224 members Mstep: Class 7 contains 94793 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5062 members Mstep: Class 10 contains 74794 members Mstep: Class 11 contains 72498 members Mstep: Class 12 contains 5346 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43833 members Mstep: Class 16 contains 2420 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18001 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39136 members Mstep: Class 23 contains 3118 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27262 members Mstep: Class 27 contains 12613 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67494 members Entering Unmasked Estep ConsiderDeletion Score: -106699808.000000 Penalty: 93023.304688 Iteration 67Q: 29 clusters Score -1.066998e+08 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 70402 members Mstep: Class 6 contains 95300 members Mstep: Class 7 contains 94631 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5050 members Mstep: Class 10 contains 74749 members Mstep: Class 11 contains 72535 members Mstep: Class 12 contains 5344 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43845 members Mstep: Class 16 contains 2422 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17986 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39167 members Mstep: Class 23 contains 3099 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27356 members Mstep: Class 27 contains 12618 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67498 members Entering Unmasked Estep ConsiderDeletion Score: -106699848.000000 Penalty: 93023.304688 Iteration 68Q: 29 clusters Score -1.066998e+08 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5825 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1690 members Mstep: Class 5 contains 70391 members Mstep: Class 6 contains 95376 members Mstep: Class 7 contains 94505 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5043 members Mstep: Class 10 contains 74717 members Mstep: Class 11 contains 72563 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43835 members Mstep: Class 16 contains 2413 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17958 members Mstep: Class 20 contains 6329 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39192 members Mstep: Class 23 contains 3083 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27447 members Mstep: Class 27 contains 12622 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67508 members Entering Unmasked Estep ConsiderDeletion Score: -106699744.000000 Penalty: 93023.304688 Iteration 69Q: 29 clusters Score -1.066997e+08 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5827 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1691 members Mstep: Class 5 contains 70378 members Mstep: Class 6 contains 95441 members Mstep: Class 7 contains 94390 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5038 members Mstep: Class 10 contains 74691 members Mstep: Class 11 contains 72580 members Mstep: Class 12 contains 5338 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43852 members Mstep: Class 16 contains 2409 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17942 members Mstep: Class 20 contains 6324 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39221 members Mstep: Class 23 contains 3073 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27511 members Mstep: Class 27 contains 12624 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67508 members Entering Unmasked Estep ConsiderDeletion Score: -106699712.000000 Penalty: 93023.304688 Iteration 70Q: 29 clusters Score -1.066997e+08 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5827 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1691 members Mstep: Class 5 contains 70364 members Mstep: Class 6 contains 95494 members Mstep: Class 7 contains 94284 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5035 members Mstep: Class 10 contains 74666 members Mstep: Class 11 contains 72599 members Mstep: Class 12 contains 5337 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43868 members Mstep: Class 16 contains 2405 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17930 members Mstep: Class 20 contains 6330 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39247 members Mstep: Class 23 contains 3064 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27569 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67507 members Entering Unmasked Estep ConsiderDeletion Score: -106699824.000000 Penalty: 93023.304688 Iteration 71Q: 29 clusters Score -1.066998e+08 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5829 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1692 members Mstep: Class 5 contains 70353 members Mstep: Class 6 contains 95529 members Mstep: Class 7 contains 94200 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5030 members Mstep: Class 10 contains 74636 members Mstep: Class 11 contains 72622 members Mstep: Class 12 contains 5340 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43892 members Mstep: Class 16 contains 2400 members Mstep: Class 17 contains 3871 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17909 members Mstep: Class 20 contains 6332 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39270 members Mstep: Class 23 contains 3058 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27613 members Mstep: Class 27 contains 12619 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67513 members Entering Unmasked Estep ConsiderDeletion Score: -106699920.000000 Penalty: 93023.304688 Iteration 72Q: 29 clusters Score -1.066999e+08 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5829 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1692 members Mstep: Class 5 contains 70349 members Mstep: Class 6 contains 95571 members Mstep: Class 7 contains 94134 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5028 members Mstep: Class 10 contains 74616 members Mstep: Class 11 contains 72633 members Mstep: Class 12 contains 5342 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43893 members Mstep: Class 16 contains 2387 members Mstep: Class 17 contains 3869 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17897 members Mstep: Class 20 contains 6329 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39286 members Mstep: Class 23 contains 3053 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27664 members Mstep: Class 27 contains 12622 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67514 members Entering Unmasked Estep ConsiderDeletion Score: -106699960.000000 Penalty: 93023.304688 Iteration 73Q: 29 clusters Score -1.067e+08 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5831 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1692 members Mstep: Class 5 contains 70344 members Mstep: Class 6 contains 95620 members Mstep: Class 7 contains 94044 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5021 members Mstep: Class 10 contains 74607 members Mstep: Class 11 contains 72645 members Mstep: Class 12 contains 5342 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43925 members Mstep: Class 16 contains 2373 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17877 members Mstep: Class 20 contains 6324 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39297 members Mstep: Class 23 contains 3044 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27717 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67516 members Entering Unmasked Estep ConsiderDeletion Score: -106700080.000000 Penalty: 93023.304688 Iteration 74Q: 29 clusters Score -1.067001e+08 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 5831 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1692 members Mstep: Class 5 contains 70338 members Mstep: Class 6 contains 95645 members Mstep: Class 7 contains 93961 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5019 members Mstep: Class 10 contains 74588 members Mstep: Class 11 contains 72652 members Mstep: Class 12 contains 5339 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43952 members Mstep: Class 16 contains 2369 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17868 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39318 members Mstep: Class 23 contains 3034 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27767 members Mstep: Class 27 contains 12619 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67525 members Entering Unmasked Estep ConsiderDeletion Score: -106700256.000000 Penalty: 93023.304688 Iteration 75Q: 29 clusters Score -1.067003e+08 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5830 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 70331 members Mstep: Class 6 contains 95658 members Mstep: Class 7 contains 93903 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 74570 members Mstep: Class 11 contains 72658 members Mstep: Class 12 contains 5336 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43965 members Mstep: Class 16 contains 2365 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17856 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39340 members Mstep: Class 23 contains 3026 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27823 members Mstep: Class 27 contains 12618 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67528 members Entering Unmasked Estep ConsiderDeletion Score: -106700240.000000 Penalty: 93023.304688 Iteration 76Q: 29 clusters Score -1.067002e+08 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5828 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 70323 members Mstep: Class 6 contains 95666 members Mstep: Class 7 contains 93835 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5014 members Mstep: Class 10 contains 74556 members Mstep: Class 11 contains 72667 members Mstep: Class 12 contains 5335 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43984 members Mstep: Class 16 contains 2358 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6325 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39355 members Mstep: Class 23 contains 3021 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27871 members Mstep: Class 27 contains 12619 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67544 members Entering Unmasked Estep ConsiderDeletion Score: -106700336.000000 Penalty: 93023.304688 Iteration 77Q: 29 clusters Score -1.067003e+08 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 5826 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 70321 members Mstep: Class 6 contains 95675 members Mstep: Class 7 contains 93783 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 74538 members Mstep: Class 11 contains 72674 members Mstep: Class 12 contains 5337 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 43988 members Mstep: Class 16 contains 2356 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17844 members Mstep: Class 20 contains 6325 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39370 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27913 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67543 members Entering Unmasked Estep ConsiderDeletion Score: -106700328.000000 Penalty: 93023.304688 Iteration 78Q: 29 clusters Score -1.067003e+08 nChanged 203 Entering ConstructFrom: Score: -106700328.000000 Penalty: 93023.304688 Entering ConstructFrom: Trying to split cluster 1 (2265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Entering Unmasked Estep Score: -355164.156250 Penalty: 1915.881836 Iteration 0F: 2 clusters Score -355164.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -352417.500000 Penalty: 3831.763672 Iteration 0F: 3 clusters Score -352417.5 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -352944.000000 Penalty: 3831.763672 Iteration 1F: 3 clusters Score -352944 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -353094.781250 Penalty: 3831.763672 Iteration 2F: 3 clusters Score -353094.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -353202.750000 Penalty: 3831.763672 Iteration 3F: 3 clusters Score -353202.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -353330.937500 Penalty: 3831.763672 Iteration 4Q: 3 clusters Score -353330.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -353483.125000 Penalty: 3831.763672 Iteration 5Q: 3 clusters Score -353483.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -353631.218750 Penalty: 3831.763672 Iteration 6Q: 3 clusters Score -353631.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -353794.750000 Penalty: 3831.763672 Iteration 7Q: 3 clusters Score -353794.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -354038.281250 Penalty: 3831.763672 Iteration 8F: 3 clusters Score -354038.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -354311.281250 Penalty: 3831.763672 Iteration 9F: 3 clusters Score -354311.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -354534.937500 Penalty: 3831.763672 Iteration 10F: 3 clusters Score -354534.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -354664.125000 Penalty: 3831.763672 Iteration 11Q: 3 clusters Score -354664.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -354733.343750 Penalty: 3831.763672 Iteration 12Q: 3 clusters Score -354733.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -354756.562500 Penalty: 3831.763672 Iteration 13Q: 3 clusters Score -354756.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -354769.281250 Penalty: 3831.763672 Iteration 14Q: 3 clusters Score -354769.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -354775.000000 Penalty: 3831.763672 Iteration 15Q: 3 clusters Score -354775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -354779.343750 Penalty: 3831.763672 Iteration 16Q: 3 clusters Score -354779.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -354779.812500 Penalty: 3831.763672 Iteration 17Q: 3 clusters Score -354779.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -354780.343750 Penalty: 3831.763672 Iteration 18Q: 3 clusters Score -354780.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -354780.750000 Penalty: 3831.763672 Iteration 19Q: 3 clusters Score -354780.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -354780.750000 Penalty: 3831.763672 Iteration 20F: 3 clusters Score -354780.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Entering Unmasked Estep Score: -951391.750000 Penalty: 2150.096191 Iteration 0F: 2 clusters Score -951391.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -946419.312500 Penalty: 4300.192383 Iteration 0F: 3 clusters Score -946419.3 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -947726.625000 Penalty: 4300.192383 Iteration 1F: 3 clusters Score -947726.6 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -948035.625000 Penalty: 4300.192383 Iteration 2F: 3 clusters Score -948035.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -948262.750000 Penalty: 4300.192383 Iteration 3F: 3 clusters Score -948262.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -948445.500000 Penalty: 4300.192383 Iteration 4Q: 3 clusters Score -948445.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -948589.937500 Penalty: 4300.192383 Iteration 5Q: 3 clusters Score -948589.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -948719.625000 Penalty: 4300.192383 Iteration 6Q: 3 clusters Score -948719.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -948834.312500 Penalty: 4300.192383 Iteration 7Q: 3 clusters Score -948834.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -948927.875000 Penalty: 4300.192383 Iteration 8Q: 3 clusters Score -948927.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -949028.625000 Penalty: 4300.192383 Iteration 9Q: 3 clusters Score -949028.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -949127.875000 Penalty: 4300.192383 Iteration 10Q: 3 clusters Score -949127.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -949228.125000 Penalty: 4300.192383 Iteration 11Q: 3 clusters Score -949228.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -949323.812500 Penalty: 4300.192383 Iteration 12Q: 3 clusters Score -949323.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -949408.750000 Penalty: 4300.192383 Iteration 13Q: 3 clusters Score -949408.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -949503.312500 Penalty: 4300.192383 Iteration 14Q: 3 clusters Score -949503.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -949569.250000 Penalty: 4300.192383 Iteration 15Q: 3 clusters Score -949569.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -949617.437500 Penalty: 4300.192383 Iteration 16Q: 3 clusters Score -949617.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -949664.000000 Penalty: 4300.192383 Iteration 17Q: 3 clusters Score -949664 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -949703.312500 Penalty: 4300.192383 Iteration 18Q: 3 clusters Score -949703.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -949740.875000 Penalty: 4300.192383 Iteration 19Q: 3 clusters Score -949740.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -949761.562500 Penalty: 4300.192383 Iteration 20F: 3 clusters Score -949761.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -949774.937500 Penalty: 4300.192383 Iteration 21Q: 3 clusters Score -949774.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -949784.750000 Penalty: 4300.192383 Iteration 22Q: 3 clusters Score -949784.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -949792.750000 Penalty: 4300.192383 Iteration 23Q: 3 clusters Score -949792.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -949802.625000 Penalty: 4300.192383 Iteration 24Q: 3 clusters Score -949802.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -949808.562500 Penalty: 4300.192383 Iteration 25Q: 3 clusters Score -949808.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -949816.187500 Penalty: 4300.192383 Iteration 26Q: 3 clusters Score -949816.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -949820.625000 Penalty: 4300.192383 Iteration 27Q: 3 clusters Score -949820.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -949824.687500 Penalty: 4300.192383 Iteration 28Q: 3 clusters Score -949824.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -949828.750000 Penalty: 4300.192383 Iteration 29Q: 3 clusters Score -949828.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -949829.750000 Penalty: 4300.192383 Iteration 30Q: 3 clusters Score -949829.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -949835.375000 Penalty: 4300.192383 Iteration 31Q: 3 clusters Score -949835.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -949837.500000 Penalty: 4300.192383 Iteration 32Q: 3 clusters Score -949837.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -949839.937500 Penalty: 4300.192383 Iteration 33Q: 3 clusters Score -949839.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -949841.812500 Penalty: 4300.192383 Iteration 34Q: 3 clusters Score -949841.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -949841.500000 Penalty: 4300.192383 Iteration 35Q: 3 clusters Score -949841.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -949843.125000 Penalty: 4300.192383 Iteration 36Q: 3 clusters Score -949843.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -949845.312500 Penalty: 4300.192383 Iteration 37Q: 3 clusters Score -949845.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -949845.500000 Penalty: 4300.192383 Iteration 38Q: 3 clusters Score -949845.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -949849.187500 Penalty: 4300.192383 Iteration 39Q: 3 clusters Score -949849.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -949849.500000 Penalty: 4300.192383 Iteration 40F: 3 clusters Score -949849.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -949850.000000 Penalty: 4300.192383 Iteration 41Q: 3 clusters Score -949850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -949849.625000 Penalty: 4300.192383 Iteration 42Q: 3 clusters Score -949849.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -949850.812500 Penalty: 4300.192383 Iteration 43Q: 3 clusters Score -949850.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -949850.812500 Penalty: 4300.192383 Iteration 44F: 3 clusters Score -949850.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Entering Unmasked Estep Score: -73848.554688 Penalty: 1547.104492 Iteration 0F: 2 clusters Score -73848.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -72334.335938 Penalty: 3094.208984 Iteration 0F: 3 clusters Score -72334.34 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -72513.281250 Penalty: 3094.208984 Iteration 1F: 3 clusters Score -72513.28 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72581.218750 Penalty: 3094.208984 Iteration 2Q: 3 clusters Score -72581.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -72609.382812 Penalty: 3094.208984 Iteration 3Q: 3 clusters Score -72609.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -72625.335938 Penalty: 3094.208984 Iteration 4Q: 3 clusters Score -72625.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -72634.984375 Penalty: 3094.208984 Iteration 5Q: 3 clusters Score -72634.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -72648.570312 Penalty: 3094.208984 Iteration 6Q: 3 clusters Score -72648.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -72670.664062 Penalty: 3094.208984 Iteration 7Q: 3 clusters Score -72670.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72712.085938 Penalty: 3094.208984 Iteration 8Q: 3 clusters Score -72712.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -72741.453125 Penalty: 3094.208984 Iteration 9Q: 3 clusters Score -72741.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -72754.304688 Penalty: 3094.208984 Iteration 10Q: 3 clusters Score -72754.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -72770.859375 Penalty: 3094.208984 Iteration 11Q: 3 clusters Score -72770.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -72785.351562 Penalty: 3094.208984 Iteration 12Q: 3 clusters Score -72785.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -72789.500000 Penalty: 3094.208984 Iteration 13Q: 3 clusters Score -72789.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -72803.773438 Penalty: 3094.208984 Iteration 14Q: 3 clusters Score -72803.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -72865.132812 Penalty: 3094.208984 Iteration 15Q: 3 clusters Score -72865.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -72922.312500 Penalty: 3094.208984 Iteration 16Q: 3 clusters Score -72922.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -72994.898438 Penalty: 3094.208984 Iteration 17Q: 3 clusters Score -72994.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -73029.015625 Penalty: 3094.208984 Iteration 18Q: 3 clusters Score -73029.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -73145.046875 Penalty: 3094.208984 Iteration 19Q: 3 clusters Score -73145.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -73164.429688 Penalty: 3094.208984 Iteration 20F: 3 clusters Score -73164.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -73178.320312 Penalty: 3094.208984 Iteration 21Q: 3 clusters Score -73178.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -73196.937500 Penalty: 3094.208984 Iteration 22Q: 3 clusters Score -73196.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -73214.726562 Penalty: 3094.208984 Iteration 23Q: 3 clusters Score -73214.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -73232.468750 Penalty: 3094.208984 Iteration 24Q: 3 clusters Score -73232.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -73246.695312 Penalty: 3094.208984 Iteration 25Q: 3 clusters Score -73246.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -73262.570312 Penalty: 3094.208984 Iteration 26Q: 3 clusters Score -73262.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -73296.656250 Penalty: 3094.208984 Iteration 27Q: 3 clusters Score -73296.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -73319.312500 Penalty: 3094.208984 Iteration 28Q: 3 clusters Score -73319.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -73324.546875 Penalty: 3094.208984 Iteration 29Q: 3 clusters Score -73324.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -73326.757812 Penalty: 3094.208984 Iteration 30Q: 3 clusters Score -73326.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -73333.710938 Penalty: 3094.208984 Iteration 31Q: 3 clusters Score -73333.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -73340.750000 Penalty: 3094.208984 Iteration 32Q: 3 clusters Score -73340.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -73345.523438 Penalty: 3094.208984 Iteration 33Q: 3 clusters Score -73345.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -73352.710938 Penalty: 3094.208984 Iteration 34Q: 3 clusters Score -73352.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -73356.976562 Penalty: 3094.208984 Iteration 35F: 3 clusters Score -73356.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -73369.398438 Penalty: 3094.208984 Iteration 36Q: 3 clusters Score -73369.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -73383.718750 Penalty: 3094.208984 Iteration 37Q: 3 clusters Score -73383.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -73388.601562 Penalty: 3094.208984 Iteration 38Q: 3 clusters Score -73388.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -73392.437500 Penalty: 3094.208984 Iteration 39Q: 3 clusters Score -73392.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -73396.085938 Penalty: 3094.208984 Iteration 40F: 3 clusters Score -73396.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -73398.062500 Penalty: 3094.208984 Iteration 41Q: 3 clusters Score -73398.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -73398.062500 Penalty: 3094.208984 Iteration 42F: 3 clusters Score -73398.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Entering Unmasked Estep Score: -266478.281250 Penalty: 1843.695801 Iteration 0F: 2 clusters Score -266478.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -264041.781250 Penalty: 3687.391602 Iteration 0F: 3 clusters Score -264041.8 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -264468.156250 Penalty: 3687.391602 Iteration 1F: 3 clusters Score -264468.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -264662.531250 Penalty: 3687.391602 Iteration 2F: 3 clusters Score -264662.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -264822.781250 Penalty: 3687.391602 Iteration 3F: 3 clusters Score -264822.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -264973.406250 Penalty: 3687.391602 Iteration 4F: 3 clusters Score -264973.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -265116.093750 Penalty: 3687.391602 Iteration 5F: 3 clusters Score -265116.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -265316.250000 Penalty: 3687.391602 Iteration 6F: 3 clusters Score -265316.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -265482.687500 Penalty: 3687.391602 Iteration 7F: 3 clusters Score -265482.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -265588.843750 Penalty: 3687.391602 Iteration 8Q: 3 clusters Score -265588.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -265653.031250 Penalty: 3687.391602 Iteration 9Q: 3 clusters Score -265653 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -265683.218750 Penalty: 3687.391602 Iteration 10Q: 3 clusters Score -265683.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -265698.906250 Penalty: 3687.391602 Iteration 11Q: 3 clusters Score -265698.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -265711.062500 Penalty: 3687.391602 Iteration 12Q: 3 clusters Score -265711.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -265718.875000 Penalty: 3687.391602 Iteration 13Q: 3 clusters Score -265718.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -265724.968750 Penalty: 3687.391602 Iteration 14Q: 3 clusters Score -265725 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -265736.843750 Penalty: 3687.391602 Iteration 15Q: 3 clusters Score -265736.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -265744.031250 Penalty: 3687.391602 Iteration 16Q: 3 clusters Score -265744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -265748.781250 Penalty: 3687.391602 Iteration 17Q: 3 clusters Score -265748.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -265751.906250 Penalty: 3687.391602 Iteration 18Q: 3 clusters Score -265751.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -265753.656250 Penalty: 3687.391602 Iteration 19Q: 3 clusters Score -265753.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -265753.656250 Penalty: 3687.391602 Iteration 20F: 3 clusters Score -265753.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (70320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70320 members Entering Unmasked Estep Score: -11758267.000000 Penalty: 2767.881348 Iteration 0F: 2 clusters Score -1.175827e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35138 members Mstep: Class 2 contains 35182 members Entering Unmasked Estep Score: -11714131.000000 Penalty: 5535.762695 Iteration 0F: 3 clusters Score -1.171413e+07 nChanged 32719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35925 members Mstep: Class 2 contains 34395 members Entering Unmasked Estep Score: -11732628.000000 Penalty: 5535.762695 Iteration 1F: 3 clusters Score -1.173263e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36308 members Mstep: Class 2 contains 34012 members Entering Unmasked Estep Score: -11733341.000000 Penalty: 5535.762695 Iteration 2Q: 3 clusters Score -1.173334e+07 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36825 members Mstep: Class 2 contains 33495 members Entering Unmasked Estep Score: -11734026.000000 Penalty: 5535.762695 Iteration 3Q: 3 clusters Score -1.173403e+07 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37482 members Mstep: Class 2 contains 32838 members Entering Unmasked Estep Score: -11734826.000000 Penalty: 5535.762695 Iteration 4Q: 3 clusters Score -1.173483e+07 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38247 members Mstep: Class 2 contains 32073 members Entering Unmasked Estep Score: -11735668.000000 Penalty: 5535.762695 Iteration 5Q: 3 clusters Score -1.173567e+07 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39142 members Mstep: Class 2 contains 31178 members Entering Unmasked Estep Score: -11736842.000000 Penalty: 5535.762695 Iteration 6Q: 3 clusters Score -1.173684e+07 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 30200 members Entering Unmasked Estep Score: -11738077.000000 Penalty: 5535.762695 Iteration 7Q: 3 clusters Score -1.173808e+07 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41328 members Mstep: Class 2 contains 28992 members Entering Unmasked Estep Score: -11739415.000000 Penalty: 5535.762695 Iteration 8Q: 3 clusters Score -1.173942e+07 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42677 members Mstep: Class 2 contains 27643 members Entering Unmasked Estep Score: -11741130.000000 Penalty: 5535.762695 Iteration 9Q: 3 clusters Score -1.174113e+07 nChanged 3304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44047 members Mstep: Class 2 contains 26273 members Entering Unmasked Estep Score: -11743214.000000 Penalty: 5535.762695 Iteration 10Q: 3 clusters Score -1.174321e+07 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45334 members Mstep: Class 2 contains 24986 members Entering Unmasked Estep Score: -11745474.000000 Penalty: 5535.762695 Iteration 11Q: 3 clusters Score -1.174547e+07 nChanged 3259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46361 members Mstep: Class 2 contains 23959 members Entering Unmasked Estep Score: -11747351.000000 Penalty: 5535.762695 Iteration 12Q: 3 clusters Score -1.174735e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47192 members Mstep: Class 2 contains 23128 members Entering Unmasked Estep Score: -11748482.000000 Penalty: 5535.762695 Iteration 13Q: 3 clusters Score -1.174848e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47940 members Mstep: Class 2 contains 22380 members Entering Unmasked Estep Score: -11749156.000000 Penalty: 5535.762695 Iteration 14Q: 3 clusters Score -1.174916e+07 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48705 members Mstep: Class 2 contains 21615 members Entering Unmasked Estep Score: -11749629.000000 Penalty: 5535.762695 Iteration 15Q: 3 clusters Score -1.174963e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49533 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -11750016.000000 Penalty: 5535.762695 Iteration 16Q: 3 clusters Score -1.175002e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50384 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -11750362.000000 Penalty: 5535.762695 Iteration 17Q: 3 clusters Score -1.175036e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51282 members Mstep: Class 2 contains 19038 members Entering Unmasked Estep Score: -11750729.000000 Penalty: 5535.762695 Iteration 18Q: 3 clusters Score -1.175073e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52187 members Mstep: Class 2 contains 18133 members Entering Unmasked Estep Score: -11751057.000000 Penalty: 5535.762695 Iteration 19Q: 3 clusters Score -1.175106e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52997 members Mstep: Class 2 contains 17323 members Entering Unmasked Estep Score: -11751346.000000 Penalty: 5535.762695 Iteration 20F: 3 clusters Score -1.175135e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53772 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -11751562.000000 Penalty: 5535.762695 Iteration 21Q: 3 clusters Score -1.175156e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54573 members Mstep: Class 2 contains 15747 members Entering Unmasked Estep Score: -11751757.000000 Penalty: 5535.762695 Iteration 22Q: 3 clusters Score -1.175176e+07 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55327 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -11751969.000000 Penalty: 5535.762695 Iteration 23Q: 3 clusters Score -1.175197e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56042 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -11752132.000000 Penalty: 5535.762695 Iteration 24Q: 3 clusters Score -1.175213e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56701 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -11752364.000000 Penalty: 5535.762695 Iteration 25Q: 3 clusters Score -1.175236e+07 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57270 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -11752573.000000 Penalty: 5535.762695 Iteration 26Q: 3 clusters Score -1.175257e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57883 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -11752785.000000 Penalty: 5535.762695 Iteration 27Q: 3 clusters Score -1.175278e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58423 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -11753058.000000 Penalty: 5535.762695 Iteration 28Q: 3 clusters Score -1.175306e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58901 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -11753372.000000 Penalty: 5535.762695 Iteration 29Q: 3 clusters Score -1.175337e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59308 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -11753761.000000 Penalty: 5535.762695 Iteration 30Q: 3 clusters Score -1.175376e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59573 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -11754220.000000 Penalty: 5535.762695 Iteration 31Q: 3 clusters Score -1.175422e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59698 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -11754847.000000 Penalty: 5535.762695 Iteration 32Q: 3 clusters Score -1.175485e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59653 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -11755426.000000 Penalty: 5535.762695 Iteration 33Q: 3 clusters Score -1.175543e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59466 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -11755939.000000 Penalty: 5535.762695 Iteration 34Q: 3 clusters Score -1.175594e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59175 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -11756435.000000 Penalty: 5535.762695 Iteration 35Q: 3 clusters Score -1.175644e+07 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58771 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -11756858.000000 Penalty: 5535.762695 Iteration 36Q: 3 clusters Score -1.175686e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58289 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -11757285.000000 Penalty: 5535.762695 Iteration 37Q: 3 clusters Score -1.175728e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57789 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -11757622.000000 Penalty: 5535.762695 Iteration 38Q: 3 clusters Score -1.175762e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57296 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -11757869.000000 Penalty: 5535.762695 Iteration 39Q: 3 clusters Score -1.175787e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56799 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -11758445.000000 Penalty: 5535.762695 Iteration 40F: 3 clusters Score -1.175844e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56129 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -11758788.000000 Penalty: 5535.762695 Iteration 41Q: 3 clusters Score -1.175879e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55580 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -11759015.000000 Penalty: 5535.762695 Iteration 42Q: 3 clusters Score -1.175902e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55115 members Mstep: Class 2 contains 15205 members Entering Unmasked Estep Score: -11759196.000000 Penalty: 5535.762695 Iteration 43Q: 3 clusters Score -1.17592e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54718 members Mstep: Class 2 contains 15602 members Entering Unmasked Estep Score: -11759354.000000 Penalty: 5535.762695 Iteration 44Q: 3 clusters Score -1.175935e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54408 members Mstep: Class 2 contains 15912 members Entering Unmasked Estep Score: -11759439.000000 Penalty: 5535.762695 Iteration 45Q: 3 clusters Score -1.175944e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54173 members Mstep: Class 2 contains 16147 members Entering Unmasked Estep Score: -11759483.000000 Penalty: 5535.762695 Iteration 46Q: 3 clusters Score -1.175948e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53978 members Mstep: Class 2 contains 16342 members Entering Unmasked Estep Score: -11759517.000000 Penalty: 5535.762695 Iteration 47Q: 3 clusters Score -1.175952e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53823 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -11759548.000000 Penalty: 5535.762695 Iteration 48Q: 3 clusters Score -1.175955e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53698 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -11759570.000000 Penalty: 5535.762695 Iteration 49Q: 3 clusters Score -1.175957e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53599 members Mstep: Class 2 contains 16721 members Entering Unmasked Estep Score: -11759569.000000 Penalty: 5535.762695 Iteration 50Q: 3 clusters Score -1.175957e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53526 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -11759574.000000 Penalty: 5535.762695 Iteration 51Q: 3 clusters Score -1.175957e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53465 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -11759583.000000 Penalty: 5535.762695 Iteration 52Q: 3 clusters Score -1.175958e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53415 members Mstep: Class 2 contains 16905 members Entering Unmasked Estep Score: -11759579.000000 Penalty: 5535.762695 Iteration 53Q: 3 clusters Score -1.175958e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53375 members Mstep: Class 2 contains 16945 members Entering Unmasked Estep Score: -11759582.000000 Penalty: 5535.762695 Iteration 54Q: 3 clusters Score -1.175958e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53348 members Mstep: Class 2 contains 16972 members Entering Unmasked Estep Score: -11759595.000000 Penalty: 5535.762695 Iteration 55Q: 3 clusters Score -1.17596e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53328 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -11759605.000000 Penalty: 5535.762695 Iteration 56Q: 3 clusters Score -1.17596e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53316 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -11759617.000000 Penalty: 5535.762695 Iteration 57Q: 3 clusters Score -1.175962e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53307 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -11759610.000000 Penalty: 5535.762695 Iteration 58Q: 3 clusters Score -1.175961e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53300 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -11759604.000000 Penalty: 5535.762695 Iteration 59Q: 3 clusters Score -1.17596e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53294 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -11759605.000000 Penalty: 5535.762695 Iteration 60F: 3 clusters Score -1.17596e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53292 members Mstep: Class 2 contains 17028 members Entering Unmasked Estep Score: -11759608.000000 Penalty: 5535.762695 Iteration 61Q: 3 clusters Score -1.175961e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53289 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -11759597.000000 Penalty: 5535.762695 Iteration 62Q: 3 clusters Score -1.17596e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53286 members Mstep: Class 2 contains 17034 members Entering Unmasked Estep Score: -11759613.000000 Penalty: 5535.762695 Iteration 63Q: 3 clusters Score -1.175961e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53284 members Mstep: Class 2 contains 17036 members Entering Unmasked Estep Score: -11759617.000000 Penalty: 5535.762695 Iteration 64Q: 3 clusters Score -1.175962e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53283 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -11759617.000000 Penalty: 5535.762695 Iteration 65Q: 3 clusters Score -1.175962e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53281 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -11759614.000000 Penalty: 5535.762695 Iteration 66Q: 3 clusters Score -1.175961e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53281 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -11759614.000000 Penalty: 5535.762695 Iteration 67F: 3 clusters Score -1.175961e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 53281 members Mstep: Class 6 contains 95687 members Mstep: Class 7 contains 93726 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 74517 members Mstep: Class 11 contains 72680 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44010 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39388 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 17039 members Mstep: Class 26 contains 27951 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67540 members Entering Unmasked Estep Score: -106701432.000000 Penalty: 96345.570312 Splitting cluster 5 changes total score from -106700328.000000 to -106701432.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 6 (95687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95687 members Entering Unmasked Estep Score: -16068797.000000 Penalty: 2844.271729 Iteration 0F: 2 clusters Score -1.60688e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47781 members Mstep: Class 2 contains 47906 members Entering Unmasked Estep Score: -16017242.000000 Penalty: 5688.543457 Iteration 0F: 3 clusters Score -1.601724e+07 nChanged 45308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47117 members Mstep: Class 2 contains 48570 members Entering Unmasked Estep Score: -16043321.000000 Penalty: 5688.543457 Iteration 1F: 3 clusters Score -1.604332e+07 nChanged 3641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46286 members Mstep: Class 2 contains 49401 members Entering Unmasked Estep Score: -16044470.000000 Penalty: 5688.543457 Iteration 2Q: 3 clusters Score -1.604447e+07 nChanged 4074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44914 members Mstep: Class 2 contains 50773 members Entering Unmasked Estep Score: -16045932.000000 Penalty: 5688.543457 Iteration 3Q: 3 clusters Score -1.604593e+07 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42831 members Mstep: Class 2 contains 52856 members Entering Unmasked Estep Score: -16048231.000000 Penalty: 5688.543457 Iteration 4F: 3 clusters Score -1.604823e+07 nChanged 5657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39964 members Mstep: Class 2 contains 55723 members Entering Unmasked Estep Score: -16050882.000000 Penalty: 5688.543457 Iteration 5F: 3 clusters Score -1.605088e+07 nChanged 6133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36605 members Mstep: Class 2 contains 59082 members Entering Unmasked Estep Score: -16053836.000000 Penalty: 5688.543457 Iteration 6F: 3 clusters Score -1.605384e+07 nChanged 5832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33137 members Mstep: Class 2 contains 62550 members Entering Unmasked Estep Score: -16056458.000000 Penalty: 5688.543457 Iteration 7F: 3 clusters Score -1.605646e+07 nChanged 5316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29567 members Mstep: Class 2 contains 66120 members Entering Unmasked Estep Score: -16058730.000000 Penalty: 5688.543457 Iteration 8F: 3 clusters Score -1.605873e+07 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 69522 members Entering Unmasked Estep Score: -16060581.000000 Penalty: 5688.543457 Iteration 9Q: 3 clusters Score -1.606058e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22853 members Mstep: Class 2 contains 72834 members Entering Unmasked Estep Score: -16062160.000000 Penalty: 5688.543457 Iteration 10Q: 3 clusters Score -1.606216e+07 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19791 members Mstep: Class 2 contains 75896 members Entering Unmasked Estep Score: -16063829.000000 Penalty: 5688.543457 Iteration 11Q: 3 clusters Score -1.606383e+07 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17091 members Mstep: Class 2 contains 78596 members Entering Unmasked Estep Score: -16065303.000000 Penalty: 5688.543457 Iteration 12Q: 3 clusters Score -1.60653e+07 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 80652 members Entering Unmasked Estep Score: -16066328.000000 Penalty: 5688.543457 Iteration 13Q: 3 clusters Score -1.606633e+07 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 82178 members Entering Unmasked Estep Score: -16067048.000000 Penalty: 5688.543457 Iteration 14Q: 3 clusters Score -1.606705e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 83367 members Entering Unmasked Estep Score: -16067420.000000 Penalty: 5688.543457 Iteration 15Q: 3 clusters Score -1.606742e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 84407 members Entering Unmasked Estep Score: -16067616.000000 Penalty: 5688.543457 Iteration 16Q: 3 clusters Score -1.606762e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 85349 members Entering Unmasked Estep Score: -16067757.000000 Penalty: 5688.543457 Iteration 17Q: 3 clusters Score -1.606776e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 86152 members Entering Unmasked Estep Score: -16067775.000000 Penalty: 5688.543457 Iteration 18Q: 3 clusters Score -1.606778e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 86892 members Entering Unmasked Estep Score: -16067873.000000 Penalty: 5688.543457 Iteration 19Q: 3 clusters Score -1.606787e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 87542 members Entering Unmasked Estep Score: -16067952.000000 Penalty: 5688.543457 Iteration 20F: 3 clusters Score -1.606795e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 88137 members Entering Unmasked Estep Score: -16067957.000000 Penalty: 5688.543457 Iteration 21Q: 3 clusters Score -1.606796e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 88720 members Entering Unmasked Estep Score: -16068029.000000 Penalty: 5688.543457 Iteration 22Q: 3 clusters Score -1.606803e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 89259 members Entering Unmasked Estep Score: -16067941.000000 Penalty: 5688.543457 Iteration 23Q: 3 clusters Score -1.606794e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 89755 members Entering Unmasked Estep Score: -16067946.000000 Penalty: 5688.543457 Iteration 24Q: 3 clusters Score -1.606795e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 90199 members Entering Unmasked Estep Score: -16067917.000000 Penalty: 5688.543457 Iteration 25Q: 3 clusters Score -1.606792e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 90597 members Entering Unmasked Estep Score: -16067843.000000 Penalty: 5688.543457 Iteration 26Q: 3 clusters Score -1.606784e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 90984 members Entering Unmasked Estep Score: -16067754.000000 Penalty: 5688.543457 Iteration 27Q: 3 clusters Score -1.606775e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 91310 members Entering Unmasked Estep Score: -16067774.000000 Penalty: 5688.543457 Iteration 28Q: 3 clusters Score -1.606777e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 91608 members Entering Unmasked Estep Score: -16067724.000000 Penalty: 5688.543457 Iteration 29Q: 3 clusters Score -1.606772e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 91873 members Entering Unmasked Estep Score: -16067699.000000 Penalty: 5688.543457 Iteration 30Q: 3 clusters Score -1.60677e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 92097 members Entering Unmasked Estep Score: -16067726.000000 Penalty: 5688.543457 Iteration 31Q: 3 clusters Score -1.606773e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 92298 members Entering Unmasked Estep Score: -16067731.000000 Penalty: 5688.543457 Iteration 32Q: 3 clusters Score -1.606773e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 92503 members Entering Unmasked Estep Score: -16067711.000000 Penalty: 5688.543457 Iteration 33Q: 3 clusters Score -1.606771e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 92678 members Entering Unmasked Estep Score: -16067673.000000 Penalty: 5688.543457 Iteration 34Q: 3 clusters Score -1.606767e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 92835 members Entering Unmasked Estep Score: -16067675.000000 Penalty: 5688.543457 Iteration 35Q: 3 clusters Score -1.606768e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 92966 members Entering Unmasked Estep Score: -16067646.000000 Penalty: 5688.543457 Iteration 36Q: 3 clusters Score -1.606765e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 93094 members Entering Unmasked Estep Score: -16067681.000000 Penalty: 5688.543457 Iteration 37Q: 3 clusters Score -1.606768e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 93213 members Entering Unmasked Estep Score: -16067677.000000 Penalty: 5688.543457 Iteration 38Q: 3 clusters Score -1.606768e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 93329 members Entering Unmasked Estep Score: -16067686.000000 Penalty: 5688.543457 Iteration 39Q: 3 clusters Score -1.606769e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 93431 members Entering Unmasked Estep Score: -16067687.000000 Penalty: 5688.543457 Iteration 40F: 3 clusters Score -1.606769e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 93512 members Entering Unmasked Estep Score: -16067693.000000 Penalty: 5688.543457 Iteration 41Q: 3 clusters Score -1.606769e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 93592 members Entering Unmasked Estep Score: -16067672.000000 Penalty: 5688.543457 Iteration 42Q: 3 clusters Score -1.606767e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 93659 members Entering Unmasked Estep Score: -16067652.000000 Penalty: 5688.543457 Iteration 43Q: 3 clusters Score -1.606765e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 93710 members Entering Unmasked Estep Score: -16067648.000000 Penalty: 5688.543457 Iteration 44Q: 3 clusters Score -1.606765e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 93752 members Entering Unmasked Estep Score: -16067665.000000 Penalty: 5688.543457 Iteration 45Q: 3 clusters Score -1.606766e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 93787 members Entering Unmasked Estep Score: -16067662.000000 Penalty: 5688.543457 Iteration 46Q: 3 clusters Score -1.606766e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 93819 members Entering Unmasked Estep Score: -16067669.000000 Penalty: 5688.543457 Iteration 47Q: 3 clusters Score -1.606767e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 93847 members Entering Unmasked Estep Score: -16067655.000000 Penalty: 5688.543457 Iteration 48Q: 3 clusters Score -1.606766e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 93874 members Entering Unmasked Estep Score: -16067658.000000 Penalty: 5688.543457 Iteration 49Q: 3 clusters Score -1.606766e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 93894 members Entering Unmasked Estep Score: -16067645.000000 Penalty: 5688.543457 Iteration 50Q: 3 clusters Score -1.606764e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 93906 members Entering Unmasked Estep Score: -16067628.000000 Penalty: 5688.543457 Iteration 51Q: 3 clusters Score -1.606763e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 93917 members Entering Unmasked Estep Score: -16067625.000000 Penalty: 5688.543457 Iteration 52Q: 3 clusters Score -1.606762e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 93925 members Entering Unmasked Estep Score: -16067630.000000 Penalty: 5688.543457 Iteration 53Q: 3 clusters Score -1.606763e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 93933 members Entering Unmasked Estep Score: -16067636.000000 Penalty: 5688.543457 Iteration 54Q: 3 clusters Score -1.606764e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 93938 members Entering Unmasked Estep Score: -16067644.000000 Penalty: 5688.543457 Iteration 55Q: 3 clusters Score -1.606764e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 93944 members Entering Unmasked Estep Score: -16067634.000000 Penalty: 5688.543457 Iteration 56Q: 3 clusters Score -1.606763e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 93948 members Entering Unmasked Estep Score: -16067640.000000 Penalty: 5688.543457 Iteration 57Q: 3 clusters Score -1.606764e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 93952 members Entering Unmasked Estep Score: -16067643.000000 Penalty: 5688.543457 Iteration 58Q: 3 clusters Score -1.606764e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 93956 members Entering Unmasked Estep Score: -16067643.000000 Penalty: 5688.543457 Iteration 59Q: 3 clusters Score -1.606764e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 93958 members Entering Unmasked Estep Score: -16067641.000000 Penalty: 5688.543457 Iteration 60F: 3 clusters Score -1.606764e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 93962 members Entering Unmasked Estep Score: -16067639.000000 Penalty: 5688.543457 Iteration 61Q: 3 clusters Score -1.606764e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 93963 members Entering Unmasked Estep Score: -16067624.000000 Penalty: 5688.543457 Iteration 62Q: 3 clusters Score -1.606762e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 93963 members Entering Unmasked Estep Score: -16067630.000000 Penalty: 5688.543457 Iteration 63Q: 3 clusters Score -1.606763e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 93966 members Entering Unmasked Estep Score: -16067615.000000 Penalty: 5688.543457 Iteration 64Q: 3 clusters Score -1.606762e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 93968 members Entering Unmasked Estep Score: -16067618.000000 Penalty: 5688.543457 Iteration 65Q: 3 clusters Score -1.606762e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 93969 members Entering Unmasked Estep Score: -16067610.000000 Penalty: 5688.543457 Iteration 66Q: 3 clusters Score -1.606761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 93970 members Entering Unmasked Estep Score: -16067609.000000 Penalty: 5688.543457 Iteration 67Q: 3 clusters Score -1.606761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 93972 members Entering Unmasked Estep Score: -16067609.000000 Penalty: 5688.543457 Iteration 68Q: 3 clusters Score -1.606761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 93975 members Entering Unmasked Estep Score: -16067600.000000 Penalty: 5688.543457 Iteration 69Q: 3 clusters Score -1.60676e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 93976 members Entering Unmasked Estep Score: -16067615.000000 Penalty: 5688.543457 Iteration 70Q: 3 clusters Score -1.606762e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 93976 members Entering Unmasked Estep Score: -16067615.000000 Penalty: 5688.543457 Iteration 71F: 3 clusters Score -1.606762e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93726 members Entering Unmasked Estep Score: -15466174.000000 Penalty: 2839.136475 Iteration 0F: 2 clusters Score -1.546617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46915 members Mstep: Class 2 contains 46811 members Entering Unmasked Estep Score: -15408654.000000 Penalty: 5678.272949 Iteration 0F: 3 clusters Score -1.540865e+07 nChanged 44199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48012 members Mstep: Class 2 contains 45714 members Entering Unmasked Estep Score: -15433382.000000 Penalty: 5678.272949 Iteration 1F: 3 clusters Score -1.543338e+07 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48884 members Mstep: Class 2 contains 44842 members Entering Unmasked Estep Score: -15434065.000000 Penalty: 5678.272949 Iteration 2Q: 3 clusters Score -1.543406e+07 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50211 members Mstep: Class 2 contains 43515 members Entering Unmasked Estep Score: -15434956.000000 Penalty: 5678.272949 Iteration 3Q: 3 clusters Score -1.543496e+07 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52152 members Mstep: Class 2 contains 41574 members Entering Unmasked Estep Score: -15435890.000000 Penalty: 5678.272949 Iteration 4Q: 3 clusters Score -1.543589e+07 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54909 members Mstep: Class 2 contains 38817 members Entering Unmasked Estep Score: -15437170.000000 Penalty: 5678.272949 Iteration 5Q: 3 clusters Score -1.543717e+07 nChanged 4470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58659 members Mstep: Class 2 contains 35067 members Entering Unmasked Estep Score: -15439107.000000 Penalty: 5678.272949 Iteration 6Q: 3 clusters Score -1.543911e+07 nChanged 5493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63560 members Mstep: Class 2 contains 30166 members Entering Unmasked Estep Score: -15442047.000000 Penalty: 5678.272949 Iteration 7F: 3 clusters Score -1.544205e+07 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69338 members Mstep: Class 2 contains 24388 members Entering Unmasked Estep Score: -15446034.000000 Penalty: 5678.272949 Iteration 8F: 3 clusters Score -1.544603e+07 nChanged 6395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75377 members Mstep: Class 2 contains 18349 members Entering Unmasked Estep Score: -15450521.000000 Penalty: 5678.272949 Iteration 9F: 3 clusters Score -1.545052e+07 nChanged 5718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80815 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -15454686.000000 Penalty: 5678.272949 Iteration 10F: 3 clusters Score -1.545469e+07 nChanged 4257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84866 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -15457822.000000 Penalty: 5678.272949 Iteration 11Q: 3 clusters Score -1.545782e+07 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87423 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -15460088.000000 Penalty: 5678.272949 Iteration 12Q: 3 clusters Score -1.546009e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88861 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -15461794.000000 Penalty: 5678.272949 Iteration 13Q: 3 clusters Score -1.546179e+07 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89532 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -15463008.000000 Penalty: 5678.272949 Iteration 14Q: 3 clusters Score -1.546301e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89691 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -15463764.000000 Penalty: 5678.272949 Iteration 15Q: 3 clusters Score -1.546376e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89659 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -15464214.000000 Penalty: 5678.272949 Iteration 16Q: 3 clusters Score -1.546421e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89552 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -15464485.000000 Penalty: 5678.272949 Iteration 17Q: 3 clusters Score -1.546448e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89406 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -15464606.000000 Penalty: 5678.272949 Iteration 18Q: 3 clusters Score -1.546461e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89247 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -15464699.000000 Penalty: 5678.272949 Iteration 19Q: 3 clusters Score -1.54647e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89104 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -15464815.000000 Penalty: 5678.272949 Iteration 20F: 3 clusters Score -1.546482e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88943 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -15464858.000000 Penalty: 5678.272949 Iteration 21Q: 3 clusters Score -1.546486e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88786 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -15464962.000000 Penalty: 5678.272949 Iteration 22Q: 3 clusters Score -1.546496e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88597 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -15465045.000000 Penalty: 5678.272949 Iteration 23Q: 3 clusters Score -1.546504e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88400 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -15465195.000000 Penalty: 5678.272949 Iteration 24Q: 3 clusters Score -1.54652e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88186 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -15465266.000000 Penalty: 5678.272949 Iteration 25Q: 3 clusters Score -1.546527e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87950 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -15465378.000000 Penalty: 5678.272949 Iteration 26Q: 3 clusters Score -1.546538e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87684 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -15465506.000000 Penalty: 5678.272949 Iteration 27Q: 3 clusters Score -1.546551e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87397 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -15465613.000000 Penalty: 5678.272949 Iteration 28Q: 3 clusters Score -1.546561e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87089 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -15465736.000000 Penalty: 5678.272949 Iteration 29Q: 3 clusters Score -1.546574e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86768 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -15465840.000000 Penalty: 5678.272949 Iteration 30Q: 3 clusters Score -1.546584e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86451 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -15466001.000000 Penalty: 5678.272949 Iteration 31Q: 3 clusters Score -1.5466e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86092 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -15466174.000000 Penalty: 5678.272949 Iteration 32Q: 3 clusters Score -1.546617e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85721 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -15466389.000000 Penalty: 5678.272949 Iteration 33Q: 3 clusters Score -1.546639e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85339 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -15466490.000000 Penalty: 5678.272949 Iteration 34Q: 3 clusters Score -1.546649e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84946 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -15466650.000000 Penalty: 5678.272949 Iteration 35Q: 3 clusters Score -1.546665e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84540 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -15466789.000000 Penalty: 5678.272949 Iteration 36Q: 3 clusters Score -1.546679e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84102 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -15466985.000000 Penalty: 5678.272949 Iteration 37Q: 3 clusters Score -1.546698e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83602 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -15467206.000000 Penalty: 5678.272949 Iteration 38Q: 3 clusters Score -1.546721e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83093 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -15467436.000000 Penalty: 5678.272949 Iteration 39Q: 3 clusters Score -1.546744e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82598 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -15467637.000000 Penalty: 5678.272949 Iteration 40F: 3 clusters Score -1.546764e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81953 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -15468021.000000 Penalty: 5678.272949 Iteration 41Q: 3 clusters Score -1.546802e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81299 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -15468348.000000 Penalty: 5678.272949 Iteration 42Q: 3 clusters Score -1.546835e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80604 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -15468635.000000 Penalty: 5678.272949 Iteration 43Q: 3 clusters Score -1.546864e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79887 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -15468956.000000 Penalty: 5678.272949 Iteration 44Q: 3 clusters Score -1.546896e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79194 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -15469289.000000 Penalty: 5678.272949 Iteration 45Q: 3 clusters Score -1.546929e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78448 members Mstep: Class 2 contains 15278 members Entering Unmasked Estep Score: -15469654.000000 Penalty: 5678.272949 Iteration 46Q: 3 clusters Score -1.546965e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77707 members Mstep: Class 2 contains 16019 members Entering Unmasked Estep Score: -15469940.000000 Penalty: 5678.272949 Iteration 47Q: 3 clusters Score -1.546994e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76983 members Mstep: Class 2 contains 16743 members Entering Unmasked Estep Score: -15470213.000000 Penalty: 5678.272949 Iteration 48Q: 3 clusters Score -1.547021e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76293 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -15470518.000000 Penalty: 5678.272949 Iteration 49Q: 3 clusters Score -1.547052e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75562 members Mstep: Class 2 contains 18164 members Entering Unmasked Estep Score: -15470750.000000 Penalty: 5678.272949 Iteration 50Q: 3 clusters Score -1.547075e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74902 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -15470983.000000 Penalty: 5678.272949 Iteration 51Q: 3 clusters Score -1.547098e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74259 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -15471176.000000 Penalty: 5678.272949 Iteration 52Q: 3 clusters Score -1.547118e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73739 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -15471287.000000 Penalty: 5678.272949 Iteration 53Q: 3 clusters Score -1.547129e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73284 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -15471366.000000 Penalty: 5678.272949 Iteration 54Q: 3 clusters Score -1.547137e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72863 members Mstep: Class 2 contains 20863 members Entering Unmasked Estep Score: -15471491.000000 Penalty: 5678.272949 Iteration 55Q: 3 clusters Score -1.547149e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72517 members Mstep: Class 2 contains 21209 members Entering Unmasked Estep Score: -15471533.000000 Penalty: 5678.272949 Iteration 56Q: 3 clusters Score -1.547153e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72207 members Mstep: Class 2 contains 21519 members Entering Unmasked Estep Score: -15471609.000000 Penalty: 5678.272949 Iteration 57Q: 3 clusters Score -1.547161e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71976 members Mstep: Class 2 contains 21750 members Entering Unmasked Estep Score: -15471623.000000 Penalty: 5678.272949 Iteration 58Q: 3 clusters Score -1.547162e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71785 members Mstep: Class 2 contains 21941 members Entering Unmasked Estep Score: -15471669.000000 Penalty: 5678.272949 Iteration 59Q: 3 clusters Score -1.547167e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71627 members Mstep: Class 2 contains 22099 members Entering Unmasked Estep Score: -15471724.000000 Penalty: 5678.272949 Iteration 60F: 3 clusters Score -1.547172e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71439 members Mstep: Class 2 contains 22287 members Entering Unmasked Estep Score: -15471772.000000 Penalty: 5678.272949 Iteration 61Q: 3 clusters Score -1.547177e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71315 members Mstep: Class 2 contains 22411 members Entering Unmasked Estep Score: -15471774.000000 Penalty: 5678.272949 Iteration 62Q: 3 clusters Score -1.547177e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71215 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -15471808.000000 Penalty: 5678.272949 Iteration 63Q: 3 clusters Score -1.547181e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71126 members Mstep: Class 2 contains 22600 members Entering Unmasked Estep Score: -15471806.000000 Penalty: 5678.272949 Iteration 64Q: 3 clusters Score -1.547181e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71045 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -15471792.000000 Penalty: 5678.272949 Iteration 65Q: 3 clusters Score -1.547179e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70959 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -15471790.000000 Penalty: 5678.272949 Iteration 66Q: 3 clusters Score -1.547179e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70904 members Mstep: Class 2 contains 22822 members Entering Unmasked Estep Score: -15471802.000000 Penalty: 5678.272949 Iteration 67Q: 3 clusters Score -1.54718e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70867 members Mstep: Class 2 contains 22859 members Entering Unmasked Estep Score: -15471813.000000 Penalty: 5678.272949 Iteration 68Q: 3 clusters Score -1.547181e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70831 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -15471810.000000 Penalty: 5678.272949 Iteration 69Q: 3 clusters Score -1.547181e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70796 members Mstep: Class 2 contains 22930 members Entering Unmasked Estep Score: -15471824.000000 Penalty: 5678.272949 Iteration 70Q: 3 clusters Score -1.547182e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70770 members Mstep: Class 2 contains 22956 members Entering Unmasked Estep Score: -15471822.000000 Penalty: 5678.272949 Iteration 71Q: 3 clusters Score -1.547182e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70748 members Mstep: Class 2 contains 22978 members Entering Unmasked Estep Score: -15471822.000000 Penalty: 5678.272949 Iteration 72Q: 3 clusters Score -1.547182e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70725 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -15471821.000000 Penalty: 5678.272949 Iteration 73Q: 3 clusters Score -1.547182e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70706 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -15471809.000000 Penalty: 5678.272949 Iteration 74Q: 3 clusters Score -1.547181e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70692 members Mstep: Class 2 contains 23034 members Entering Unmasked Estep Score: -15471820.000000 Penalty: 5678.272949 Iteration 75Q: 3 clusters Score -1.547182e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70674 members Mstep: Class 2 contains 23052 members Entering Unmasked Estep Score: -15471806.000000 Penalty: 5678.272949 Iteration 76Q: 3 clusters Score -1.547181e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70658 members Mstep: Class 2 contains 23068 members Entering Unmasked Estep Score: -15471808.000000 Penalty: 5678.272949 Iteration 77Q: 3 clusters Score -1.547181e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70646 members Mstep: Class 2 contains 23080 members Entering Unmasked Estep Score: -15471823.000000 Penalty: 5678.272949 Iteration 78Q: 3 clusters Score -1.547182e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70634 members Mstep: Class 2 contains 23092 members Entering Unmasked Estep Score: -15471838.000000 Penalty: 5678.272949 Iteration 79Q: 3 clusters Score -1.547184e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70619 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -15471838.000000 Penalty: 5678.272949 Iteration 80F: 3 clusters Score -1.547184e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70609 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -15471842.000000 Penalty: 5678.272949 Iteration 81Q: 3 clusters Score -1.547184e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70601 members Mstep: Class 2 contains 23125 members Entering Unmasked Estep Score: -15471828.000000 Penalty: 5678.272949 Iteration 82Q: 3 clusters Score -1.547183e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70596 members Mstep: Class 2 contains 23130 members Entering Unmasked Estep Score: -15471833.000000 Penalty: 5678.272949 Iteration 83Q: 3 clusters Score -1.547183e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70591 members Mstep: Class 2 contains 23135 members Entering Unmasked Estep Score: -15471841.000000 Penalty: 5678.272949 Iteration 84Q: 3 clusters Score -1.547184e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70585 members Mstep: Class 2 contains 23141 members Entering Unmasked Estep Score: -15471844.000000 Penalty: 5678.272949 Iteration 85Q: 3 clusters Score -1.547184e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70582 members Mstep: Class 2 contains 23144 members Entering Unmasked Estep Score: -15471831.000000 Penalty: 5678.272949 Iteration 86Q: 3 clusters Score -1.547183e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70577 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -15471826.000000 Penalty: 5678.272949 Iteration 87Q: 3 clusters Score -1.547183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70575 members Mstep: Class 2 contains 23151 members Entering Unmasked Estep Score: -15471826.000000 Penalty: 5678.272949 Iteration 88Q: 3 clusters Score -1.547183e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70572 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -15471832.000000 Penalty: 5678.272949 Iteration 89Q: 3 clusters Score -1.547183e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70572 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -15471832.000000 Penalty: 5678.272949 Iteration 90F: 3 clusters Score -1.547183e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 53281 members Mstep: Class 6 contains 95687 members Mstep: Class 7 contains 70572 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 74517 members Mstep: Class 11 contains 72680 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44010 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39388 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 17039 members Mstep: Class 26 contains 27951 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67540 members Mstep: Class 30 contains 23154 members Entering Unmasked Estep Score: -106706792.000000 Penalty: 99667.828125 Splitting cluster 7 changes total score from -106700328.000000 to -106706792.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 8 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -136826.562500 Penalty: 1688.915283 Iteration 0F: 2 clusters Score -136826.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -135003.265625 Penalty: 3377.830566 Iteration 0F: 3 clusters Score -135003.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -135555.437500 Penalty: 3377.830566 Iteration 1F: 3 clusters Score -135555.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -135849.796875 Penalty: 3377.830566 Iteration 2F: 3 clusters Score -135849.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -135997.656250 Penalty: 3377.830566 Iteration 3F: 3 clusters Score -135997.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -136125.078125 Penalty: 3377.830566 Iteration 4Q: 3 clusters Score -136125.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -136230.484375 Penalty: 3377.830566 Iteration 5Q: 3 clusters Score -136230.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -136335.109375 Penalty: 3377.830566 Iteration 6Q: 3 clusters Score -136335.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -136396.078125 Penalty: 3377.830566 Iteration 7Q: 3 clusters Score -136396.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -136439.531250 Penalty: 3377.830566 Iteration 8Q: 3 clusters Score -136439.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -136471.906250 Penalty: 3377.830566 Iteration 9Q: 3 clusters Score -136471.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -136484.656250 Penalty: 3377.830566 Iteration 10Q: 3 clusters Score -136484.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -136490.921875 Penalty: 3377.830566 Iteration 11Q: 3 clusters Score -136490.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -136495.484375 Penalty: 3377.830566 Iteration 12Q: 3 clusters Score -136495.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -136499.718750 Penalty: 3377.830566 Iteration 13Q: 3 clusters Score -136499.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -136501.203125 Penalty: 3377.830566 Iteration 14Q: 3 clusters Score -136501.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -136509.437500 Penalty: 3377.830566 Iteration 15Q: 3 clusters Score -136509.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -136514.937500 Penalty: 3377.830566 Iteration 16Q: 3 clusters Score -136514.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -136516.140625 Penalty: 3377.830566 Iteration 17Q: 3 clusters Score -136516.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -136516.765625 Penalty: 3377.830566 Iteration 18Q: 3 clusters Score -136516.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -136516.765625 Penalty: 3377.830566 Iteration 19F: 3 clusters Score -136516.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Entering Unmasked Estep Score: -799159.687500 Penalty: 2112.759277 Iteration 0F: 2 clusters Score -799159.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -794537.937500 Penalty: 4225.518555 Iteration 0F: 3 clusters Score -794537.9 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -795635.062500 Penalty: 4225.518555 Iteration 1F: 3 clusters Score -795635.1 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -795852.562500 Penalty: 4225.518555 Iteration 2F: 3 clusters Score -795852.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -796002.125000 Penalty: 4225.518555 Iteration 3F: 3 clusters Score -796002.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -796141.375000 Penalty: 4225.518555 Iteration 4Q: 3 clusters Score -796141.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -796245.250000 Penalty: 4225.518555 Iteration 5Q: 3 clusters Score -796245.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -796340.375000 Penalty: 4225.518555 Iteration 6Q: 3 clusters Score -796340.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -796436.000000 Penalty: 4225.518555 Iteration 7Q: 3 clusters Score -796436 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -796542.687500 Penalty: 4225.518555 Iteration 8Q: 3 clusters Score -796542.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -796654.250000 Penalty: 4225.518555 Iteration 9Q: 3 clusters Score -796654.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -796758.562500 Penalty: 4225.518555 Iteration 10Q: 3 clusters Score -796758.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -796856.250000 Penalty: 4225.518555 Iteration 11Q: 3 clusters Score -796856.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -796946.000000 Penalty: 4225.518555 Iteration 12Q: 3 clusters Score -796946 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -797016.500000 Penalty: 4225.518555 Iteration 13Q: 3 clusters Score -797016.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -797078.562500 Penalty: 4225.518555 Iteration 14Q: 3 clusters Score -797078.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -797134.312500 Penalty: 4225.518555 Iteration 15Q: 3 clusters Score -797134.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -797184.000000 Penalty: 4225.518555 Iteration 16Q: 3 clusters Score -797184 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -797230.125000 Penalty: 4225.518555 Iteration 17Q: 3 clusters Score -797230.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -797276.562500 Penalty: 4225.518555 Iteration 18Q: 3 clusters Score -797276.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -797320.750000 Penalty: 4225.518555 Iteration 19Q: 3 clusters Score -797320.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -797350.687500 Penalty: 4225.518555 Iteration 20F: 3 clusters Score -797350.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -797374.437500 Penalty: 4225.518555 Iteration 21Q: 3 clusters Score -797374.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -797392.000000 Penalty: 4225.518555 Iteration 22Q: 3 clusters Score -797392 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -797411.812500 Penalty: 4225.518555 Iteration 23Q: 3 clusters Score -797411.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -797441.375000 Penalty: 4225.518555 Iteration 24Q: 3 clusters Score -797441.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -797473.937500 Penalty: 4225.518555 Iteration 25Q: 3 clusters Score -797473.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -797505.625000 Penalty: 4225.518555 Iteration 26Q: 3 clusters Score -797505.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -797535.812500 Penalty: 4225.518555 Iteration 27Q: 3 clusters Score -797535.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -797566.625000 Penalty: 4225.518555 Iteration 28Q: 3 clusters Score -797566.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -797582.500000 Penalty: 4225.518555 Iteration 29Q: 3 clusters Score -797582.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -797592.562500 Penalty: 4225.518555 Iteration 30Q: 3 clusters Score -797592.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -797601.437500 Penalty: 4225.518555 Iteration 31Q: 3 clusters Score -797601.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -797608.062500 Penalty: 4225.518555 Iteration 32Q: 3 clusters Score -797608.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -797618.812500 Penalty: 4225.518555 Iteration 33Q: 3 clusters Score -797618.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -797623.312500 Penalty: 4225.518555 Iteration 34Q: 3 clusters Score -797623.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -797630.437500 Penalty: 4225.518555 Iteration 35Q: 3 clusters Score -797630.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -797636.437500 Penalty: 4225.518555 Iteration 36Q: 3 clusters Score -797636.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -797644.375000 Penalty: 4225.518555 Iteration 37Q: 3 clusters Score -797644.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -797652.875000 Penalty: 4225.518555 Iteration 38Q: 3 clusters Score -797652.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -797662.875000 Penalty: 4225.518555 Iteration 39Q: 3 clusters Score -797662.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -797673.000000 Penalty: 4225.518555 Iteration 40F: 3 clusters Score -797673 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -797679.750000 Penalty: 4225.518555 Iteration 41Q: 3 clusters Score -797679.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -797683.812500 Penalty: 4225.518555 Iteration 42Q: 3 clusters Score -797683.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -797686.062500 Penalty: 4225.518555 Iteration 43Q: 3 clusters Score -797686.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -797687.437500 Penalty: 4225.518555 Iteration 44Q: 3 clusters Score -797687.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -797687.437500 Penalty: 4225.518555 Iteration 45F: 3 clusters Score -797687.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (74517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74517 members Entering Unmasked Estep Score: -11837393.000000 Penalty: 2782.258057 Iteration 0F: 2 clusters Score -1.183739e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37334 members Mstep: Class 2 contains 37183 members Entering Unmasked Estep Score: -11787725.000000 Penalty: 5564.516113 Iteration 0F: 3 clusters Score -1.178772e+07 nChanged 35045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38127 members Mstep: Class 2 contains 36390 members Entering Unmasked Estep Score: -11808085.000000 Penalty: 5564.516113 Iteration 1F: 3 clusters Score -1.180808e+07 nChanged 3420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38613 members Mstep: Class 2 contains 35904 members Entering Unmasked Estep Score: -11809414.000000 Penalty: 5564.516113 Iteration 2Q: 3 clusters Score -1.180941e+07 nChanged 3732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39387 members Mstep: Class 2 contains 35130 members Entering Unmasked Estep Score: -11811170.000000 Penalty: 5564.516113 Iteration 3F: 3 clusters Score -1.181117e+07 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40493 members Mstep: Class 2 contains 34024 members Entering Unmasked Estep Score: -11813494.000000 Penalty: 5564.516113 Iteration 4F: 3 clusters Score -1.181349e+07 nChanged 4608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42119 members Mstep: Class 2 contains 32398 members Entering Unmasked Estep Score: -11816362.000000 Penalty: 5564.516113 Iteration 5F: 3 clusters Score -1.181636e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44069 members Mstep: Class 2 contains 30448 members Entering Unmasked Estep Score: -11819446.000000 Penalty: 5564.516113 Iteration 6F: 3 clusters Score -1.181945e+07 nChanged 4602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46135 members Mstep: Class 2 contains 28382 members Entering Unmasked Estep Score: -11822372.000000 Penalty: 5564.516113 Iteration 7F: 3 clusters Score -1.182237e+07 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47927 members Mstep: Class 2 contains 26590 members Entering Unmasked Estep Score: -11824831.000000 Penalty: 5564.516113 Iteration 8F: 3 clusters Score -1.182483e+07 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49526 members Mstep: Class 2 contains 24991 members Entering Unmasked Estep Score: -11826537.000000 Penalty: 5564.516113 Iteration 9Q: 3 clusters Score -1.182654e+07 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50930 members Mstep: Class 2 contains 23587 members Entering Unmasked Estep Score: -11827707.000000 Penalty: 5564.516113 Iteration 10Q: 3 clusters Score -1.182771e+07 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52191 members Mstep: Class 2 contains 22326 members Entering Unmasked Estep Score: -11828416.000000 Penalty: 5564.516113 Iteration 11Q: 3 clusters Score -1.182842e+07 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53429 members Mstep: Class 2 contains 21088 members Entering Unmasked Estep Score: -11828995.000000 Penalty: 5564.516113 Iteration 12Q: 3 clusters Score -1.1829e+07 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54605 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -11829337.000000 Penalty: 5564.516113 Iteration 13Q: 3 clusters Score -1.182934e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55746 members Mstep: Class 2 contains 18771 members Entering Unmasked Estep Score: -11829655.000000 Penalty: 5564.516113 Iteration 14Q: 3 clusters Score -1.182966e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56836 members Mstep: Class 2 contains 17681 members Entering Unmasked Estep Score: -11830001.000000 Penalty: 5564.516113 Iteration 15Q: 3 clusters Score -1.183e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57852 members Mstep: Class 2 contains 16665 members Entering Unmasked Estep Score: -11830278.000000 Penalty: 5564.516113 Iteration 16Q: 3 clusters Score -1.183028e+07 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58909 members Mstep: Class 2 contains 15608 members Entering Unmasked Estep Score: -11830558.000000 Penalty: 5564.516113 Iteration 17Q: 3 clusters Score -1.183056e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59968 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -11830870.000000 Penalty: 5564.516113 Iteration 18Q: 3 clusters Score -1.183087e+07 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61081 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -11831284.000000 Penalty: 5564.516113 Iteration 19Q: 3 clusters Score -1.183128e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62216 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -11831707.000000 Penalty: 5564.516113 Iteration 20F: 3 clusters Score -1.183171e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63376 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -11832122.000000 Penalty: 5564.516113 Iteration 21Q: 3 clusters Score -1.183212e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64550 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -11832614.000000 Penalty: 5564.516113 Iteration 22Q: 3 clusters Score -1.183261e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65620 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -11832992.000000 Penalty: 5564.516113 Iteration 23Q: 3 clusters Score -1.183299e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66679 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -11833452.000000 Penalty: 5564.516113 Iteration 24Q: 3 clusters Score -1.183345e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67632 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -11833839.000000 Penalty: 5564.516113 Iteration 25Q: 3 clusters Score -1.183384e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68498 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -11834222.000000 Penalty: 5564.516113 Iteration 26Q: 3 clusters Score -1.183422e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69276 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -11834533.000000 Penalty: 5564.516113 Iteration 27Q: 3 clusters Score -1.183453e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69887 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -11834807.000000 Penalty: 5564.516113 Iteration 28Q: 3 clusters Score -1.183481e+07 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70350 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -11834991.000000 Penalty: 5564.516113 Iteration 29Q: 3 clusters Score -1.183499e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70720 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -11835134.000000 Penalty: 5564.516113 Iteration 30Q: 3 clusters Score -1.183513e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71005 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -11835249.000000 Penalty: 5564.516113 Iteration 31Q: 3 clusters Score -1.183525e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71236 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -11835329.000000 Penalty: 5564.516113 Iteration 32Q: 3 clusters Score -1.183533e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71404 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -11835410.000000 Penalty: 5564.516113 Iteration 33Q: 3 clusters Score -1.183541e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71555 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -11835454.000000 Penalty: 5564.516113 Iteration 34Q: 3 clusters Score -1.183545e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71690 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -11835524.000000 Penalty: 5564.516113 Iteration 35Q: 3 clusters Score -1.183552e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71792 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -11835515.000000 Penalty: 5564.516113 Iteration 36Q: 3 clusters Score -1.183552e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71871 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -11835534.000000 Penalty: 5564.516113 Iteration 37Q: 3 clusters Score -1.183553e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71937 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -11835565.000000 Penalty: 5564.516113 Iteration 38Q: 3 clusters Score -1.183556e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72001 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -11835568.000000 Penalty: 5564.516113 Iteration 39Q: 3 clusters Score -1.183557e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72049 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -11835567.000000 Penalty: 5564.516113 Iteration 40F: 3 clusters Score -1.183557e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72083 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -11835568.000000 Penalty: 5564.516113 Iteration 41Q: 3 clusters Score -1.183557e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72118 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -11835585.000000 Penalty: 5564.516113 Iteration 42Q: 3 clusters Score -1.183558e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72148 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -11835583.000000 Penalty: 5564.516113 Iteration 43Q: 3 clusters Score -1.183558e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72170 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -11835608.000000 Penalty: 5564.516113 Iteration 44Q: 3 clusters Score -1.183561e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72191 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -11835624.000000 Penalty: 5564.516113 Iteration 45Q: 3 clusters Score -1.183562e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72213 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -11835623.000000 Penalty: 5564.516113 Iteration 46Q: 3 clusters Score -1.183562e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72230 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -11835622.000000 Penalty: 5564.516113 Iteration 47Q: 3 clusters Score -1.183562e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72255 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -11835650.000000 Penalty: 5564.516113 Iteration 48Q: 3 clusters Score -1.183565e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72267 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -11835662.000000 Penalty: 5564.516113 Iteration 49Q: 3 clusters Score -1.183566e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72285 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -11835690.000000 Penalty: 5564.516113 Iteration 50Q: 3 clusters Score -1.183569e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72306 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -11835690.000000 Penalty: 5564.516113 Iteration 51Q: 3 clusters Score -1.183569e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72330 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -11835713.000000 Penalty: 5564.516113 Iteration 52Q: 3 clusters Score -1.183571e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72357 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -11835712.000000 Penalty: 5564.516113 Iteration 53Q: 3 clusters Score -1.183571e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72376 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -11835718.000000 Penalty: 5564.516113 Iteration 54Q: 3 clusters Score -1.183572e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72398 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -11835716.000000 Penalty: 5564.516113 Iteration 55Q: 3 clusters Score -1.183572e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72417 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -11835726.000000 Penalty: 5564.516113 Iteration 56Q: 3 clusters Score -1.183573e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72427 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -11835738.000000 Penalty: 5564.516113 Iteration 57Q: 3 clusters Score -1.183574e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72440 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -11835748.000000 Penalty: 5564.516113 Iteration 58Q: 3 clusters Score -1.183575e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72455 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -11835765.000000 Penalty: 5564.516113 Iteration 59Q: 3 clusters Score -1.183576e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72467 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -11835785.000000 Penalty: 5564.516113 Iteration 60F: 3 clusters Score -1.183578e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72472 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -11835792.000000 Penalty: 5564.516113 Iteration 61Q: 3 clusters Score -1.183579e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72482 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -11835787.000000 Penalty: 5564.516113 Iteration 62Q: 3 clusters Score -1.183579e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72496 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -11835811.000000 Penalty: 5564.516113 Iteration 63Q: 3 clusters Score -1.183581e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72512 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -11835824.000000 Penalty: 5564.516113 Iteration 64Q: 3 clusters Score -1.183582e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72522 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -11835832.000000 Penalty: 5564.516113 Iteration 65Q: 3 clusters Score -1.183583e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72530 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -11835836.000000 Penalty: 5564.516113 Iteration 66Q: 3 clusters Score -1.183584e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72546 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -11835838.000000 Penalty: 5564.516113 Iteration 67Q: 3 clusters Score -1.183584e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72552 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -11835843.000000 Penalty: 5564.516113 Iteration 68Q: 3 clusters Score -1.183584e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72554 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -11835847.000000 Penalty: 5564.516113 Iteration 69Q: 3 clusters Score -1.183585e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72562 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -11835840.000000 Penalty: 5564.516113 Iteration 70Q: 3 clusters Score -1.183584e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72569 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -11835849.000000 Penalty: 5564.516113 Iteration 71Q: 3 clusters Score -1.183585e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72579 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -11835862.000000 Penalty: 5564.516113 Iteration 72Q: 3 clusters Score -1.183586e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72584 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -11835867.000000 Penalty: 5564.516113 Iteration 73Q: 3 clusters Score -1.183587e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72594 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -11835864.000000 Penalty: 5564.516113 Iteration 74Q: 3 clusters Score -1.183586e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72595 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -11835864.000000 Penalty: 5564.516113 Iteration 75Q: 3 clusters Score -1.183586e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72599 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -11835866.000000 Penalty: 5564.516113 Iteration 76Q: 3 clusters Score -1.183587e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72607 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -11835883.000000 Penalty: 5564.516113 Iteration 77Q: 3 clusters Score -1.183588e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72618 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -11835875.000000 Penalty: 5564.516113 Iteration 78Q: 3 clusters Score -1.183588e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72619 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -11835870.000000 Penalty: 5564.516113 Iteration 79Q: 3 clusters Score -1.183587e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72622 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -11835887.000000 Penalty: 5564.516113 Iteration 80F: 3 clusters Score -1.183589e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72625 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -11835896.000000 Penalty: 5564.516113 Iteration 81Q: 3 clusters Score -1.18359e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72624 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -11835885.000000 Penalty: 5564.516113 Iteration 82Q: 3 clusters Score -1.183588e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72622 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -11835886.000000 Penalty: 5564.516113 Iteration 83Q: 3 clusters Score -1.183589e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72623 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -11835896.000000 Penalty: 5564.516113 Iteration 84Q: 3 clusters Score -1.18359e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72625 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -11835897.000000 Penalty: 5564.516113 Iteration 85Q: 3 clusters Score -1.18359e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72625 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -11835899.000000 Penalty: 5564.516113 Iteration 86Q: 3 clusters Score -1.18359e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72626 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -11835909.000000 Penalty: 5564.516113 Iteration 87Q: 3 clusters Score -1.183591e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72624 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -11835915.000000 Penalty: 5564.516113 Iteration 88Q: 3 clusters Score -1.183592e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72624 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -11835917.000000 Penalty: 5564.516113 Iteration 89Q: 3 clusters Score -1.183592e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72626 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -11835919.000000 Penalty: 5564.516113 Iteration 90Q: 3 clusters Score -1.183592e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72628 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -11835930.000000 Penalty: 5564.516113 Iteration 91Q: 3 clusters Score -1.183593e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72627 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -11835930.000000 Penalty: 5564.516113 Iteration 92Q: 3 clusters Score -1.183593e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72629 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -11835929.000000 Penalty: 5564.516113 Iteration 93Q: 3 clusters Score -1.183593e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72629 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -11835924.000000 Penalty: 5564.516113 Iteration 94Q: 3 clusters Score -1.183592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72629 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -11835925.000000 Penalty: 5564.516113 Iteration 95Q: 3 clusters Score -1.183592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72631 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -11835920.000000 Penalty: 5564.516113 Iteration 96Q: 3 clusters Score -1.183592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72634 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -11835923.000000 Penalty: 5564.516113 Iteration 97Q: 3 clusters Score -1.183592e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72639 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -11835927.000000 Penalty: 5564.516113 Iteration 98Q: 3 clusters Score -1.183593e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72641 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -11835920.000000 Penalty: 5564.516113 Iteration 99Q: 3 clusters Score -1.183592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72639 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -11835918.000000 Penalty: 5564.516113 Iteration 100F: 3 clusters Score -1.183592e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72640 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -11835921.000000 Penalty: 5564.516113 Iteration 101Q: 3 clusters Score -1.183592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72641 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -11835915.000000 Penalty: 5564.516113 Iteration 102Q: 3 clusters Score -1.183592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72639 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -11835920.000000 Penalty: 5564.516113 Iteration 103Q: 3 clusters Score -1.183592e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72637 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -11835917.000000 Penalty: 5564.516113 Iteration 104Q: 3 clusters Score -1.183592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72636 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -11835918.000000 Penalty: 5564.516113 Iteration 105Q: 3 clusters Score -1.183592e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72637 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -11835920.000000 Penalty: 5564.516113 Iteration 106Q: 3 clusters Score -1.183592e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72638 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -11835919.000000 Penalty: 5564.516113 Iteration 107Q: 3 clusters Score -1.183592e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72638 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -11835919.000000 Penalty: 5564.516113 Iteration 108F: 3 clusters Score -1.183592e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (72680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72680 members Entering Unmasked Estep Score: -12223328.000000 Penalty: 2776.067871 Iteration 0F: 2 clusters Score -1.222333e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36205 members Mstep: Class 2 contains 36475 members Entering Unmasked Estep Score: -12179583.000000 Penalty: 5552.135742 Iteration 0F: 3 clusters Score -1.217958e+07 nChanged 33905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35536 members Mstep: Class 2 contains 37144 members Entering Unmasked Estep Score: -12198548.000000 Penalty: 5552.135742 Iteration 1F: 3 clusters Score -1.219855e+07 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35126 members Mstep: Class 2 contains 37554 members Entering Unmasked Estep Score: -12199086.000000 Penalty: 5552.135742 Iteration 2Q: 3 clusters Score -1.219909e+07 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34569 members Mstep: Class 2 contains 38111 members Entering Unmasked Estep Score: -12199678.000000 Penalty: 5552.135742 Iteration 3Q: 3 clusters Score -1.219968e+07 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33749 members Mstep: Class 2 contains 38931 members Entering Unmasked Estep Score: -12200383.000000 Penalty: 5552.135742 Iteration 4Q: 3 clusters Score -1.220038e+07 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -12201196.000000 Penalty: 5552.135742 Iteration 5Q: 3 clusters Score -1.22012e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30636 members Mstep: Class 2 contains 42044 members Entering Unmasked Estep Score: -12202290.000000 Penalty: 5552.135742 Iteration 6Q: 3 clusters Score -1.220229e+07 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27985 members Mstep: Class 2 contains 44695 members Entering Unmasked Estep Score: -12203993.000000 Penalty: 5552.135742 Iteration 7Q: 3 clusters Score -1.220399e+07 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24538 members Mstep: Class 2 contains 48142 members Entering Unmasked Estep Score: -12206483.000000 Penalty: 5552.135742 Iteration 8F: 3 clusters Score -1.220648e+07 nChanged 4348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20600 members Mstep: Class 2 contains 52080 members Entering Unmasked Estep Score: -12209483.000000 Penalty: 5552.135742 Iteration 9F: 3 clusters Score -1.220948e+07 nChanged 4331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 56039 members Entering Unmasked Estep Score: -12212389.000000 Penalty: 5552.135742 Iteration 10F: 3 clusters Score -1.221239e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 59489 members Entering Unmasked Estep Score: -12214820.000000 Penalty: 5552.135742 Iteration 11F: 3 clusters Score -1.221482e+07 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 62115 members Entering Unmasked Estep Score: -12216355.000000 Penalty: 5552.135742 Iteration 12Q: 3 clusters Score -1.221636e+07 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 64088 members Entering Unmasked Estep Score: -12217376.000000 Penalty: 5552.135742 Iteration 13Q: 3 clusters Score -1.221738e+07 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 65556 members Entering Unmasked Estep Score: -12217999.000000 Penalty: 5552.135742 Iteration 14Q: 3 clusters Score -1.2218e+07 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 66730 members Entering Unmasked Estep Score: -12218549.000000 Penalty: 5552.135742 Iteration 15Q: 3 clusters Score -1.221855e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 67652 members Entering Unmasked Estep Score: -12218882.000000 Penalty: 5552.135742 Iteration 16Q: 3 clusters Score -1.221888e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 68427 members Entering Unmasked Estep Score: -12219140.000000 Penalty: 5552.135742 Iteration 17Q: 3 clusters Score -1.221914e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 69064 members Entering Unmasked Estep Score: -12219387.000000 Penalty: 5552.135742 Iteration 18Q: 3 clusters Score -1.221939e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 69628 members Entering Unmasked Estep Score: -12219673.000000 Penalty: 5552.135742 Iteration 19Q: 3 clusters Score -1.221967e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 70144 members Entering Unmasked Estep Score: -12219870.000000 Penalty: 5552.135742 Iteration 20F: 3 clusters Score -1.221987e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 70582 members Entering Unmasked Estep Score: -12220102.000000 Penalty: 5552.135742 Iteration 21Q: 3 clusters Score -1.22201e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 70950 members Entering Unmasked Estep Score: -12220256.000000 Penalty: 5552.135742 Iteration 22Q: 3 clusters Score -1.222026e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 71241 members Entering Unmasked Estep Score: -12220464.000000 Penalty: 5552.135742 Iteration 23Q: 3 clusters Score -1.222046e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 71466 members Entering Unmasked Estep Score: -12220557.000000 Penalty: 5552.135742 Iteration 24Q: 3 clusters Score -1.222056e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 71637 members Entering Unmasked Estep Score: -12220659.000000 Penalty: 5552.135742 Iteration 25Q: 3 clusters Score -1.222066e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 71756 members Entering Unmasked Estep Score: -12220714.000000 Penalty: 5552.135742 Iteration 26Q: 3 clusters Score -1.222071e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 71850 members Entering Unmasked Estep Score: -12220762.000000 Penalty: 5552.135742 Iteration 27Q: 3 clusters Score -1.222076e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 71915 members Entering Unmasked Estep Score: -12220816.000000 Penalty: 5552.135742 Iteration 28Q: 3 clusters Score -1.222082e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 71965 members Entering Unmasked Estep Score: -12220852.000000 Penalty: 5552.135742 Iteration 29Q: 3 clusters Score -1.222085e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 71998 members Entering Unmasked Estep Score: -12220872.000000 Penalty: 5552.135742 Iteration 30Q: 3 clusters Score -1.222087e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 72027 members Entering Unmasked Estep Score: -12220907.000000 Penalty: 5552.135742 Iteration 31Q: 3 clusters Score -1.222091e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 72050 members Entering Unmasked Estep Score: -12220907.000000 Penalty: 5552.135742 Iteration 32Q: 3 clusters Score -1.222091e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 72064 members Entering Unmasked Estep Score: -12220933.000000 Penalty: 5552.135742 Iteration 33Q: 3 clusters Score -1.222093e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 72076 members Entering Unmasked Estep Score: -12220942.000000 Penalty: 5552.135742 Iteration 34Q: 3 clusters Score -1.222094e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 72085 members Entering Unmasked Estep Score: -12220947.000000 Penalty: 5552.135742 Iteration 35Q: 3 clusters Score -1.222095e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 72092 members Entering Unmasked Estep Score: -12220941.000000 Penalty: 5552.135742 Iteration 36Q: 3 clusters Score -1.222094e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 72098 members Entering Unmasked Estep Score: -12220944.000000 Penalty: 5552.135742 Iteration 37Q: 3 clusters Score -1.222094e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 72105 members Entering Unmasked Estep Score: -12220952.000000 Penalty: 5552.135742 Iteration 38Q: 3 clusters Score -1.222095e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 72107 members Entering Unmasked Estep Score: -12220948.000000 Penalty: 5552.135742 Iteration 39Q: 3 clusters Score -1.222095e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 72110 members Entering Unmasked Estep Score: -12220950.000000 Penalty: 5552.135742 Iteration 40F: 3 clusters Score -1.222095e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Entering Unmasked Estep Score: -863987.750000 Penalty: 2128.625732 Iteration 0F: 2 clusters Score -863987.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -859277.000000 Penalty: 4257.251465 Iteration 0F: 3 clusters Score -859277 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -860594.750000 Penalty: 4257.251465 Iteration 1F: 3 clusters Score -860594.8 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -861153.625000 Penalty: 4257.251465 Iteration 2F: 3 clusters Score -861153.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -861670.687500 Penalty: 4257.251465 Iteration 3F: 3 clusters Score -861670.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -862085.125000 Penalty: 4257.251465 Iteration 4F: 3 clusters Score -862085.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -862348.687500 Penalty: 4257.251465 Iteration 5F: 3 clusters Score -862348.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -862523.437500 Penalty: 4257.251465 Iteration 6Q: 3 clusters Score -862523.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -862620.312500 Penalty: 4257.251465 Iteration 7Q: 3 clusters Score -862620.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -862694.187500 Penalty: 4257.251465 Iteration 8Q: 3 clusters Score -862694.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -862755.125000 Penalty: 4257.251465 Iteration 9Q: 3 clusters Score -862755.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -862804.125000 Penalty: 4257.251465 Iteration 10Q: 3 clusters Score -862804.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -862847.687500 Penalty: 4257.251465 Iteration 11Q: 3 clusters Score -862847.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -862879.062500 Penalty: 4257.251465 Iteration 12Q: 3 clusters Score -862879.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -862913.187500 Penalty: 4257.251465 Iteration 13Q: 3 clusters Score -862913.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -862949.625000 Penalty: 4257.251465 Iteration 14Q: 3 clusters Score -862949.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -862991.062500 Penalty: 4257.251465 Iteration 15Q: 3 clusters Score -862991.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -863038.437500 Penalty: 4257.251465 Iteration 16Q: 3 clusters Score -863038.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -863096.000000 Penalty: 4257.251465 Iteration 17Q: 3 clusters Score -863096 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -863171.750000 Penalty: 4257.251465 Iteration 18Q: 3 clusters Score -863171.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -863231.375000 Penalty: 4257.251465 Iteration 19Q: 3 clusters Score -863231.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -863272.812500 Penalty: 4257.251465 Iteration 20F: 3 clusters Score -863272.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -863310.062500 Penalty: 4257.251465 Iteration 21Q: 3 clusters Score -863310.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -863338.750000 Penalty: 4257.251465 Iteration 22Q: 3 clusters Score -863338.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -863356.500000 Penalty: 4257.251465 Iteration 23Q: 3 clusters Score -863356.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -863370.250000 Penalty: 4257.251465 Iteration 24Q: 3 clusters Score -863370.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -863376.562500 Penalty: 4257.251465 Iteration 25Q: 3 clusters Score -863376.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -863379.625000 Penalty: 4257.251465 Iteration 26Q: 3 clusters Score -863379.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -863380.562500 Penalty: 4257.251465 Iteration 27Q: 3 clusters Score -863380.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -863381.437500 Penalty: 4257.251465 Iteration 28Q: 3 clusters Score -863381.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -863381.937500 Penalty: 4257.251465 Iteration 29Q: 3 clusters Score -863381.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -863381.812500 Penalty: 4257.251465 Iteration 30Q: 3 clusters Score -863381.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -863383.437500 Penalty: 4257.251465 Iteration 31Q: 3 clusters Score -863383.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -863386.875000 Penalty: 4257.251465 Iteration 32Q: 3 clusters Score -863386.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -863388.687500 Penalty: 4257.251465 Iteration 33Q: 3 clusters Score -863388.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -863385.000000 Penalty: 4257.251465 Iteration 34Q: 3 clusters Score -863385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -863387.312500 Penalty: 4257.251465 Iteration 35Q: 3 clusters Score -863387.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -863388.250000 Penalty: 4257.251465 Iteration 36Q: 3 clusters Score -863388.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -863390.625000 Penalty: 4257.251465 Iteration 37Q: 3 clusters Score -863390.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -863389.687500 Penalty: 4257.251465 Iteration 38Q: 3 clusters Score -863389.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -863391.625000 Penalty: 4257.251465 Iteration 39Q: 3 clusters Score -863391.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -863392.125000 Penalty: 4257.251465 Iteration 40F: 3 clusters Score -863392.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -863390.937500 Penalty: 4257.251465 Iteration 41Q: 3 clusters Score -863390.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -863391.375000 Penalty: 4257.251465 Iteration 42Q: 3 clusters Score -863391.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -863393.250000 Penalty: 4257.251465 Iteration 43Q: 3 clusters Score -863393.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -863394.187500 Penalty: 4257.251465 Iteration 44Q: 3 clusters Score -863394.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -863394.187500 Penalty: 4257.251465 Iteration 45F: 3 clusters Score -863394.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -60005.703125 Penalty: 1533.157104 Iteration 0F: 2 clusters Score -60005.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58594.667969 Penalty: 3066.314209 Iteration 0F: 3 clusters Score -58594.67 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -58801.523438 Penalty: 3066.314209 Iteration 1F: 3 clusters Score -58801.52 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -58917.332031 Penalty: 3066.314209 Iteration 2F: 3 clusters Score -58917.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -59014.515625 Penalty: 3066.314209 Iteration 3F: 3 clusters Score -59014.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -59051.941406 Penalty: 3066.314209 Iteration 4Q: 3 clusters Score -59051.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -59126.906250 Penalty: 3066.314209 Iteration 5Q: 3 clusters Score -59126.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -59187.851562 Penalty: 3066.314209 Iteration 6Q: 3 clusters Score -59187.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -59270.218750 Penalty: 3066.314209 Iteration 7Q: 3 clusters Score -59270.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -59319.730469 Penalty: 3066.314209 Iteration 8Q: 3 clusters Score -59319.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -59408.929688 Penalty: 3066.314209 Iteration 9Q: 3 clusters Score -59408.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -59511.027344 Penalty: 3066.314209 Iteration 10Q: 3 clusters Score -59511.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -59607.644531 Penalty: 3066.314209 Iteration 11Q: 3 clusters Score -59607.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -59697.578125 Penalty: 3066.314209 Iteration 12Q: 3 clusters Score -59697.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -59751.113281 Penalty: 3066.314209 Iteration 13Q: 3 clusters Score -59751.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -59796.859375 Penalty: 3066.314209 Iteration 14Q: 3 clusters Score -59796.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -59845.953125 Penalty: 3066.314209 Iteration 15Q: 3 clusters Score -59845.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -59888.820312 Penalty: 3066.314209 Iteration 16Q: 3 clusters Score -59888.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -59929.910156 Penalty: 3066.314209 Iteration 17Q: 3 clusters Score -59929.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -59957.226562 Penalty: 3066.314209 Iteration 18Q: 3 clusters Score -59957.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -59985.363281 Penalty: 3066.314209 Iteration 19Q: 3 clusters Score -59985.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -60053.578125 Penalty: 3066.314209 Iteration 20F: 3 clusters Score -60053.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -60256.050781 Penalty: 3066.314209 Iteration 21Q: 3 clusters Score -60256.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -60315.343750 Penalty: 3066.314209 Iteration 22Q: 3 clusters Score -60315.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -60344.746094 Penalty: 3066.314209 Iteration 23Q: 3 clusters Score -60344.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -60386.964844 Penalty: 3066.314209 Iteration 24Q: 3 clusters Score -60386.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -60401.910156 Penalty: 3066.314209 Iteration 25Q: 3 clusters Score -60401.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -60411.410156 Penalty: 3066.314209 Iteration 26Q: 3 clusters Score -60411.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -60411.410156 Penalty: 3066.314209 Iteration 27F: 3 clusters Score -60411.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 53281 members Mstep: Class 6 contains 95687 members Mstep: Class 7 contains 70572 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 74517 members Mstep: Class 11 contains 72680 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 256 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44010 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 39388 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 17039 members Mstep: Class 26 contains 27951 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67540 members Mstep: Class 30 contains 23154 members Mstep: Class 31 contains 228 members Entering Unmasked Estep Score: -106705464.000000 Penalty: 102990.085938 Splitting cluster 13 changes total score from -106700328.000000 to -106705464.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 14 (330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Entering Unmasked Estep Score: -46019.957031 Penalty: 1438.175049 Iteration 0F: 2 clusters Score -46019.96 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 161 members Entering Unmasked Estep Score: -44798.660156 Penalty: 2876.350098 Iteration 0F: 3 clusters Score -44798.66 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -44988.585938 Penalty: 2876.350098 Iteration 1F: 3 clusters Score -44988.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -45053.667969 Penalty: 2876.350098 Iteration 2F: 3 clusters Score -45053.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -45114.906250 Penalty: 2876.350098 Iteration 3Q: 3 clusters Score -45114.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -45164.382812 Penalty: 2876.350098 Iteration 4Q: 3 clusters Score -45164.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -45177.839844 Penalty: 2876.350098 Iteration 5Q: 3 clusters Score -45177.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -45204.957031 Penalty: 2876.350098 Iteration 6Q: 3 clusters Score -45204.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -45225.593750 Penalty: 2876.350098 Iteration 7Q: 3 clusters Score -45225.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -45263.894531 Penalty: 2876.350098 Iteration 8Q: 3 clusters Score -45263.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -45267.238281 Penalty: 2876.350098 Iteration 9Q: 3 clusters Score -45267.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -45270.535156 Penalty: 2876.350098 Iteration 10Q: 3 clusters Score -45270.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -45270.535156 Penalty: 2876.350098 Iteration 11F: 3 clusters Score -45270.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (44010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44010 members Entering Unmasked Estep Score: -6948697.000000 Penalty: 2651.658691 Iteration 0F: 2 clusters Score -6948697 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21962 members Mstep: Class 2 contains 22048 members Entering Unmasked Estep Score: -6918802.500000 Penalty: 5303.317383 Iteration 0F: 3 clusters Score -6918802 nChanged 20328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22016 members Mstep: Class 2 contains 21994 members Entering Unmasked Estep Score: -6930460.000000 Penalty: 5303.317383 Iteration 1F: 3 clusters Score -6930460 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -6931260.500000 Penalty: 5303.317383 Iteration 2Q: 3 clusters Score -6931260 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 21611 members Entering Unmasked Estep Score: -6932153.500000 Penalty: 5303.317383 Iteration 3Q: 3 clusters Score -6932154 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22778 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -6933200.000000 Penalty: 5303.317383 Iteration 4F: 3 clusters Score -6933200 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23299 members Mstep: Class 2 contains 20711 members Entering Unmasked Estep Score: -6934324.000000 Penalty: 5303.317383 Iteration 5F: 3 clusters Score -6934324 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -6935562.000000 Penalty: 5303.317383 Iteration 6F: 3 clusters Score -6935562 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -6936832.500000 Penalty: 5303.317383 Iteration 7F: 3 clusters Score -6936832 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25313 members Mstep: Class 2 contains 18697 members Entering Unmasked Estep Score: -6937968.500000 Penalty: 5303.317383 Iteration 8F: 3 clusters Score -6937968 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26055 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -6938920.500000 Penalty: 5303.317383 Iteration 9Q: 3 clusters Score -6938920 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26718 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -6939637.000000 Penalty: 5303.317383 Iteration 10Q: 3 clusters Score -6939637 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27372 members Mstep: Class 2 contains 16638 members Entering Unmasked Estep Score: -6940196.000000 Penalty: 5303.317383 Iteration 11Q: 3 clusters Score -6940196 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28037 members Mstep: Class 2 contains 15973 members Entering Unmasked Estep Score: -6940758.500000 Penalty: 5303.317383 Iteration 12Q: 3 clusters Score -6940758 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28777 members Mstep: Class 2 contains 15233 members Entering Unmasked Estep Score: -6941273.500000 Penalty: 5303.317383 Iteration 13Q: 3 clusters Score -6941274 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29524 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -6941749.500000 Penalty: 5303.317383 Iteration 14Q: 3 clusters Score -6941750 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30280 members Mstep: Class 2 contains 13730 members Entering Unmasked Estep Score: -6942130.000000 Penalty: 5303.317383 Iteration 15Q: 3 clusters Score -6942130 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31051 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -6942503.500000 Penalty: 5303.317383 Iteration 16Q: 3 clusters Score -6942504 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31813 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -6942870.000000 Penalty: 5303.317383 Iteration 17Q: 3 clusters Score -6942870 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32590 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -6943236.000000 Penalty: 5303.317383 Iteration 18Q: 3 clusters Score -6943236 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33301 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -6943576.500000 Penalty: 5303.317383 Iteration 19Q: 3 clusters Score -6943576 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -6943830.000000 Penalty: 5303.317383 Iteration 20F: 3 clusters Score -6943830 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34493 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -6944076.500000 Penalty: 5303.317383 Iteration 21Q: 3 clusters Score -6944076 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35014 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -6944218.500000 Penalty: 5303.317383 Iteration 22Q: 3 clusters Score -6944218 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35494 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -6944389.500000 Penalty: 5303.317383 Iteration 23Q: 3 clusters Score -6944390 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35940 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -6944529.000000 Penalty: 5303.317383 Iteration 24Q: 3 clusters Score -6944529 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36363 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -6944630.500000 Penalty: 5303.317383 Iteration 25Q: 3 clusters Score -6944630 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36762 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -6944747.500000 Penalty: 5303.317383 Iteration 26Q: 3 clusters Score -6944748 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37137 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -6944847.000000 Penalty: 5303.317383 Iteration 27Q: 3 clusters Score -6944847 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37515 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -6944961.500000 Penalty: 5303.317383 Iteration 28Q: 3 clusters Score -6944962 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37895 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -6945097.000000 Penalty: 5303.317383 Iteration 29Q: 3 clusters Score -6945097 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38240 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -6945229.000000 Penalty: 5303.317383 Iteration 30Q: 3 clusters Score -6945229 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38579 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -6945322.000000 Penalty: 5303.317383 Iteration 31Q: 3 clusters Score -6945322 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38895 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -6945444.500000 Penalty: 5303.317383 Iteration 32Q: 3 clusters Score -6945444 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39186 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -6945541.500000 Penalty: 5303.317383 Iteration 33Q: 3 clusters Score -6945542 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39465 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -6945618.500000 Penalty: 5303.317383 Iteration 34Q: 3 clusters Score -6945618 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -6945702.000000 Penalty: 5303.317383 Iteration 35Q: 3 clusters Score -6945702 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39929 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -6945754.500000 Penalty: 5303.317383 Iteration 36Q: 3 clusters Score -6945754 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40113 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -6945787.000000 Penalty: 5303.317383 Iteration 37Q: 3 clusters Score -6945787 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40298 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -6945852.500000 Penalty: 5303.317383 Iteration 38Q: 3 clusters Score -6945852 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40486 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -6945907.000000 Penalty: 5303.317383 Iteration 39Q: 3 clusters Score -6945907 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40670 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -6945927.000000 Penalty: 5303.317383 Iteration 40F: 3 clusters Score -6945927 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40837 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -6945975.500000 Penalty: 5303.317383 Iteration 41Q: 3 clusters Score -6945976 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40997 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -6946013.000000 Penalty: 5303.317383 Iteration 42Q: 3 clusters Score -6946013 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41125 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -6946038.000000 Penalty: 5303.317383 Iteration 43Q: 3 clusters Score -6946038 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41222 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -6946058.500000 Penalty: 5303.317383 Iteration 44Q: 3 clusters Score -6946058 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41321 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -6946093.000000 Penalty: 5303.317383 Iteration 45Q: 3 clusters Score -6946093 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41425 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -6946124.500000 Penalty: 5303.317383 Iteration 46Q: 3 clusters Score -6946124 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41529 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -6946158.500000 Penalty: 5303.317383 Iteration 47Q: 3 clusters Score -6946158 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41625 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -6946175.000000 Penalty: 5303.317383 Iteration 48Q: 3 clusters Score -6946175 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41722 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -6946202.500000 Penalty: 5303.317383 Iteration 49Q: 3 clusters Score -6946202 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41825 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -6946228.500000 Penalty: 5303.317383 Iteration 50Q: 3 clusters Score -6946228 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41932 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -6946256.000000 Penalty: 5303.317383 Iteration 51Q: 3 clusters Score -6946256 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42020 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -6946294.000000 Penalty: 5303.317383 Iteration 52Q: 3 clusters Score -6946294 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42104 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -6946322.500000 Penalty: 5303.317383 Iteration 53Q: 3 clusters Score -6946322 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42183 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -6946357.500000 Penalty: 5303.317383 Iteration 54Q: 3 clusters Score -6946358 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42270 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -6946394.000000 Penalty: 5303.317383 Iteration 55Q: 3 clusters Score -6946394 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42357 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -6946421.500000 Penalty: 5303.317383 Iteration 56Q: 3 clusters Score -6946422 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42446 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -6946439.000000 Penalty: 5303.317383 Iteration 57Q: 3 clusters Score -6946439 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42533 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -6946477.000000 Penalty: 5303.317383 Iteration 58Q: 3 clusters Score -6946477 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42604 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -6946515.500000 Penalty: 5303.317383 Iteration 59Q: 3 clusters Score -6946516 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42663 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -6946533.000000 Penalty: 5303.317383 Iteration 60F: 3 clusters Score -6946533 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42709 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -6946547.000000 Penalty: 5303.317383 Iteration 61Q: 3 clusters Score -6946547 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42752 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -6946547.000000 Penalty: 5303.317383 Iteration 62Q: 3 clusters Score -6946547 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42787 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -6946551.500000 Penalty: 5303.317383 Iteration 63Q: 3 clusters Score -6946552 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42821 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -6946574.000000 Penalty: 5303.317383 Iteration 64Q: 3 clusters Score -6946574 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42863 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -6946581.000000 Penalty: 5303.317383 Iteration 65Q: 3 clusters Score -6946581 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42895 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -6946597.500000 Penalty: 5303.317383 Iteration 66Q: 3 clusters Score -6946598 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42928 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6946609.000000 Penalty: 5303.317383 Iteration 67Q: 3 clusters Score -6946609 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42955 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -6946631.000000 Penalty: 5303.317383 Iteration 68Q: 3 clusters Score -6946631 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42983 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -6946645.000000 Penalty: 5303.317383 Iteration 69Q: 3 clusters Score -6946645 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43013 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -6946640.500000 Penalty: 5303.317383 Iteration 70Q: 3 clusters Score -6946640 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43036 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -6946664.500000 Penalty: 5303.317383 Iteration 71Q: 3 clusters Score -6946664 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43059 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -6946676.500000 Penalty: 5303.317383 Iteration 72Q: 3 clusters Score -6946676 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43074 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -6946689.500000 Penalty: 5303.317383 Iteration 73Q: 3 clusters Score -6946690 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43090 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -6946701.500000 Penalty: 5303.317383 Iteration 74Q: 3 clusters Score -6946702 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43104 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -6946703.500000 Penalty: 5303.317383 Iteration 75Q: 3 clusters Score -6946704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43113 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -6946715.500000 Penalty: 5303.317383 Iteration 76Q: 3 clusters Score -6946716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43117 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -6946719.000000 Penalty: 5303.317383 Iteration 77Q: 3 clusters Score -6946719 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43118 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -6946714.500000 Penalty: 5303.317383 Iteration 78Q: 3 clusters Score -6946714 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43122 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -6946716.500000 Penalty: 5303.317383 Iteration 79Q: 3 clusters Score -6946716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43125 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -6946720.500000 Penalty: 5303.317383 Iteration 80F: 3 clusters Score -6946720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43127 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -6946717.000000 Penalty: 5303.317383 Iteration 81Q: 3 clusters Score -6946717 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43126 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -6946722.000000 Penalty: 5303.317383 Iteration 82Q: 3 clusters Score -6946722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43128 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -6946724.000000 Penalty: 5303.317383 Iteration 83Q: 3 clusters Score -6946724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43127 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -6946727.000000 Penalty: 5303.317383 Iteration 84Q: 3 clusters Score -6946727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43128 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -6946723.000000 Penalty: 5303.317383 Iteration 85Q: 3 clusters Score -6946723 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43130 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -6946726.500000 Penalty: 5303.317383 Iteration 86Q: 3 clusters Score -6946726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43133 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -6946731.500000 Penalty: 5303.317383 Iteration 87Q: 3 clusters Score -6946732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43134 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -6946725.500000 Penalty: 5303.317383 Iteration 88Q: 3 clusters Score -6946726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43134 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -6946728.500000 Penalty: 5303.317383 Iteration 89Q: 3 clusters Score -6946728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43134 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -6946728.500000 Penalty: 5303.317383 Iteration 90F: 3 clusters Score -6946728 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Entering Unmasked Estep Score: -398312.781250 Penalty: 1924.278442 Iteration 0F: 2 clusters Score -398312.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -395469.781250 Penalty: 3848.556885 Iteration 0F: 3 clusters Score -395469.8 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -396043.875000 Penalty: 3848.556885 Iteration 1F: 3 clusters Score -396043.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -396207.031250 Penalty: 3848.556885 Iteration 2F: 3 clusters Score -396207 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -396283.218750 Penalty: 3848.556885 Iteration 3Q: 3 clusters Score -396283.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -396320.093750 Penalty: 3848.556885 Iteration 4Q: 3 clusters Score -396320.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -396341.000000 Penalty: 3848.556885 Iteration 5Q: 3 clusters Score -396341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -396351.406250 Penalty: 3848.556885 Iteration 6Q: 3 clusters Score -396351.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -396362.718750 Penalty: 3848.556885 Iteration 7Q: 3 clusters Score -396362.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -396371.312500 Penalty: 3848.556885 Iteration 8Q: 3 clusters Score -396371.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -396376.750000 Penalty: 3848.556885 Iteration 9Q: 3 clusters Score -396376.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -396382.218750 Penalty: 3848.556885 Iteration 10Q: 3 clusters Score -396382.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -396384.281250 Penalty: 3848.556885 Iteration 11Q: 3 clusters Score -396384.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -396387.781250 Penalty: 3848.556885 Iteration 12Q: 3 clusters Score -396387.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -396390.968750 Penalty: 3848.556885 Iteration 13Q: 3 clusters Score -396391 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -396391.875000 Penalty: 3848.556885 Iteration 14Q: 3 clusters Score -396391.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -396392.468750 Penalty: 3848.556885 Iteration 15Q: 3 clusters Score -396392.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -396394.093750 Penalty: 3848.556885 Iteration 16Q: 3 clusters Score -396394.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -396394.375000 Penalty: 3848.556885 Iteration 17Q: 3 clusters Score -396394.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -396394.375000 Penalty: 3848.556885 Iteration 18F: 3 clusters Score -396394.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Entering Unmasked Estep Score: -632357.687500 Penalty: 2048.473877 Iteration 0F: 2 clusters Score -632357.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -628557.562500 Penalty: 4096.947754 Iteration 0F: 3 clusters Score -628557.6 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -629437.750000 Penalty: 4096.947754 Iteration 1F: 3 clusters Score -629437.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -629665.250000 Penalty: 4096.947754 Iteration 2F: 3 clusters Score -629665.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -629842.562500 Penalty: 4096.947754 Iteration 3F: 3 clusters Score -629842.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -630007.125000 Penalty: 4096.947754 Iteration 4F: 3 clusters Score -630007.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -630154.062500 Penalty: 4096.947754 Iteration 5Q: 3 clusters Score -630154.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -630272.500000 Penalty: 4096.947754 Iteration 6Q: 3 clusters Score -630272.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -630353.500000 Penalty: 4096.947754 Iteration 7Q: 3 clusters Score -630353.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -630420.562500 Penalty: 4096.947754 Iteration 8Q: 3 clusters Score -630420.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -630470.562500 Penalty: 4096.947754 Iteration 9Q: 3 clusters Score -630470.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -630505.812500 Penalty: 4096.947754 Iteration 10Q: 3 clusters Score -630505.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -630540.875000 Penalty: 4096.947754 Iteration 11Q: 3 clusters Score -630540.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -630566.062500 Penalty: 4096.947754 Iteration 12Q: 3 clusters Score -630566.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -630585.687500 Penalty: 4096.947754 Iteration 13Q: 3 clusters Score -630585.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -630605.125000 Penalty: 4096.947754 Iteration 14Q: 3 clusters Score -630605.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -630627.562500 Penalty: 4096.947754 Iteration 15Q: 3 clusters Score -630627.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -630642.562500 Penalty: 4096.947754 Iteration 16Q: 3 clusters Score -630642.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -630650.312500 Penalty: 4096.947754 Iteration 17Q: 3 clusters Score -630650.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -630657.812500 Penalty: 4096.947754 Iteration 18Q: 3 clusters Score -630657.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -630663.250000 Penalty: 4096.947754 Iteration 19Q: 3 clusters Score -630663.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -630667.250000 Penalty: 4096.947754 Iteration 20F: 3 clusters Score -630667.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -630669.937500 Penalty: 4096.947754 Iteration 21Q: 3 clusters Score -630669.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -630671.312500 Penalty: 4096.947754 Iteration 22Q: 3 clusters Score -630671.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -630674.250000 Penalty: 4096.947754 Iteration 23Q: 3 clusters Score -630674.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -630674.125000 Penalty: 4096.947754 Iteration 24Q: 3 clusters Score -630674.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -630676.750000 Penalty: 4096.947754 Iteration 25Q: 3 clusters Score -630676.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -630677.625000 Penalty: 4096.947754 Iteration 26Q: 3 clusters Score -630677.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -630678.000000 Penalty: 4096.947754 Iteration 27Q: 3 clusters Score -630678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -630677.875000 Penalty: 4096.947754 Iteration 28Q: 3 clusters Score -630677.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -630677.875000 Penalty: 4096.947754 Iteration 29F: 3 clusters Score -630677.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Entering Unmasked Estep Score: -27479.414062 Penalty: 1350.790894 Iteration 0F: 2 clusters Score -27479.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -26400.771484 Penalty: 2701.581787 Iteration 0F: 3 clusters Score -26400.77 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26617.865234 Penalty: 2701.581787 Iteration 1F: 3 clusters Score -26617.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26770.419922 Penalty: 2701.581787 Iteration 2F: 3 clusters Score -26770.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26824.679688 Penalty: 2701.581787 Iteration 3Q: 3 clusters Score -26824.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26850.216797 Penalty: 2701.581787 Iteration 4Q: 3 clusters Score -26850.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26890.980469 Penalty: 2701.581787 Iteration 5Q: 3 clusters Score -26890.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26899.367188 Penalty: 2701.581787 Iteration 6Q: 3 clusters Score -26899.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26899.367188 Penalty: 2701.581787 Iteration 7F: 3 clusters Score -26899.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (17845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17845 members Entering Unmasked Estep Score: -3047259.750000 Penalty: 2427.790527 Iteration 0F: 2 clusters Score -3047260 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -3034561.000000 Penalty: 4855.581055 Iteration 0F: 3 clusters Score -3034561 nChanged 7782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -3038748.500000 Penalty: 4855.581055 Iteration 1F: 3 clusters Score -3038748 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -3039120.500000 Penalty: 4855.581055 Iteration 2F: 3 clusters Score -3039120 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -3039456.500000 Penalty: 4855.581055 Iteration 3Q: 3 clusters Score -3039456 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -3039777.000000 Penalty: 4855.581055 Iteration 4Q: 3 clusters Score -3039777 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -3040179.250000 Penalty: 4855.581055 Iteration 5Q: 3 clusters Score -3040179 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -3040699.500000 Penalty: 4855.581055 Iteration 6F: 3 clusters Score -3040700 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -3041435.250000 Penalty: 4855.581055 Iteration 7F: 3 clusters Score -3041435 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -3042325.250000 Penalty: 4855.581055 Iteration 8F: 3 clusters Score -3042325 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -3043182.250000 Penalty: 4855.581055 Iteration 9F: 3 clusters Score -3043182 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 16053 members Entering Unmasked Estep Score: -3043900.000000 Penalty: 4855.581055 Iteration 10Q: 3 clusters Score -3043900 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -3044382.750000 Penalty: 4855.581055 Iteration 11Q: 3 clusters Score -3044383 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 16950 members Entering Unmasked Estep Score: -3044703.750000 Penalty: 4855.581055 Iteration 12Q: 3 clusters Score -3044704 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -3044879.750000 Penalty: 4855.581055 Iteration 13Q: 3 clusters Score -3044880 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 17257 members Entering Unmasked Estep Score: -3044985.000000 Penalty: 4855.581055 Iteration 14Q: 3 clusters Score -3044985 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -3045057.500000 Penalty: 4855.581055 Iteration 15Q: 3 clusters Score -3045058 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 17375 members Entering Unmasked Estep Score: -3045099.250000 Penalty: 4855.581055 Iteration 16Q: 3 clusters Score -3045099 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 17405 members Entering Unmasked Estep Score: -3045129.750000 Penalty: 4855.581055 Iteration 17Q: 3 clusters Score -3045130 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 17417 members Entering Unmasked Estep Score: -3045145.500000 Penalty: 4855.581055 Iteration 18Q: 3 clusters Score -3045146 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 17425 members Entering Unmasked Estep Score: -3045157.000000 Penalty: 4855.581055 Iteration 19Q: 3 clusters Score -3045157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -3045164.000000 Penalty: 4855.581055 Iteration 20F: 3 clusters Score -3045164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -3045169.750000 Penalty: 4855.581055 Iteration 21Q: 3 clusters Score -3045170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 17438 members Entering Unmasked Estep Score: -3045175.750000 Penalty: 4855.581055 Iteration 22Q: 3 clusters Score -3045176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -3045185.750000 Penalty: 4855.581055 Iteration 23Q: 3 clusters Score -3045186 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 17452 members Entering Unmasked Estep Score: -3045192.000000 Penalty: 4855.581055 Iteration 24Q: 3 clusters Score -3045192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 17454 members Entering Unmasked Estep Score: -3045195.250000 Penalty: 4855.581055 Iteration 25Q: 3 clusters Score -3045195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 17455 members Entering Unmasked Estep Score: -3045194.500000 Penalty: 4855.581055 Iteration 26Q: 3 clusters Score -3045194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 17457 members Entering Unmasked Estep Score: -3045197.250000 Penalty: 4855.581055 Iteration 27Q: 3 clusters Score -3045197 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 17458 members Entering Unmasked Estep Score: -3045199.250000 Penalty: 4855.581055 Iteration 28Q: 3 clusters Score -3045199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 17458 members Entering Unmasked Estep Score: -3045203.500000 Penalty: 4855.581055 Iteration 29Q: 3 clusters Score -3045204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -3045201.250000 Penalty: 4855.581055 Iteration 30Q: 3 clusters Score -3045201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -3045207.000000 Penalty: 4855.581055 Iteration 31Q: 3 clusters Score -3045207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -3045207.750000 Penalty: 4855.581055 Iteration 32Q: 3 clusters Score -3045208 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -3045207.750000 Penalty: 4855.581055 Iteration 33F: 3 clusters Score -3045208 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Entering Unmasked Estep Score: -1052741.125000 Penalty: 2170.483398 Iteration 0F: 2 clusters Score -1052741 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1047416.687500 Penalty: 4340.966797 Iteration 0F: 3 clusters Score -1047417 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1048751.375000 Penalty: 4340.966797 Iteration 1F: 3 clusters Score -1048751 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1049109.250000 Penalty: 4340.966797 Iteration 2F: 3 clusters Score -1049109 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1049451.375000 Penalty: 4340.966797 Iteration 3F: 3 clusters Score -1049451 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1049773.125000 Penalty: 4340.966797 Iteration 4F: 3 clusters Score -1049773 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1050076.500000 Penalty: 4340.966797 Iteration 5F: 3 clusters Score -1050076 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1050310.250000 Penalty: 4340.966797 Iteration 6F: 3 clusters Score -1050310 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1050478.250000 Penalty: 4340.966797 Iteration 7Q: 3 clusters Score -1050478 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1050615.125000 Penalty: 4340.966797 Iteration 8Q: 3 clusters Score -1050615 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1050716.750000 Penalty: 4340.966797 Iteration 9Q: 3 clusters Score -1050717 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1050787.875000 Penalty: 4340.966797 Iteration 10Q: 3 clusters Score -1050788 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1050839.125000 Penalty: 4340.966797 Iteration 11Q: 3 clusters Score -1050839 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1050872.500000 Penalty: 4340.966797 Iteration 12Q: 3 clusters Score -1050872 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1050899.750000 Penalty: 4340.966797 Iteration 13Q: 3 clusters Score -1050900 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1050923.625000 Penalty: 4340.966797 Iteration 14Q: 3 clusters Score -1050924 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1050944.625000 Penalty: 4340.966797 Iteration 15Q: 3 clusters Score -1050945 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1050957.875000 Penalty: 4340.966797 Iteration 16Q: 3 clusters Score -1050958 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -1050970.750000 Penalty: 4340.966797 Iteration 17Q: 3 clusters Score -1050971 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1050983.625000 Penalty: 4340.966797 Iteration 18Q: 3 clusters Score -1050984 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1050993.625000 Penalty: 4340.966797 Iteration 19Q: 3 clusters Score -1050994 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1050998.875000 Penalty: 4340.966797 Iteration 20F: 3 clusters Score -1050999 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1051006.125000 Penalty: 4340.966797 Iteration 21Q: 3 clusters Score -1051006 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1051012.250000 Penalty: 4340.966797 Iteration 22Q: 3 clusters Score -1051012 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1051021.125000 Penalty: 4340.966797 Iteration 23Q: 3 clusters Score -1051021 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1051031.250000 Penalty: 4340.966797 Iteration 24Q: 3 clusters Score -1051031 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1051037.250000 Penalty: 4340.966797 Iteration 25Q: 3 clusters Score -1051037 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1051050.000000 Penalty: 4340.966797 Iteration 26Q: 3 clusters Score -1051050 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1051060.500000 Penalty: 4340.966797 Iteration 27Q: 3 clusters Score -1051060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -1051069.500000 Penalty: 4340.966797 Iteration 28Q: 3 clusters Score -1051070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1051075.875000 Penalty: 4340.966797 Iteration 29Q: 3 clusters Score -1051076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1051077.375000 Penalty: 4340.966797 Iteration 30Q: 3 clusters Score -1051077 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1051078.750000 Penalty: 4340.966797 Iteration 31Q: 3 clusters Score -1051079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1051078.875000 Penalty: 4340.966797 Iteration 32Q: 3 clusters Score -1051079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1051080.250000 Penalty: 4340.966797 Iteration 33Q: 3 clusters Score -1051080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1051083.250000 Penalty: 4340.966797 Iteration 34Q: 3 clusters Score -1051083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1051082.250000 Penalty: 4340.966797 Iteration 35Q: 3 clusters Score -1051082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1051083.500000 Penalty: 4340.966797 Iteration 36Q: 3 clusters Score -1051084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1051084.625000 Penalty: 4340.966797 Iteration 37Q: 3 clusters Score -1051085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1051086.000000 Penalty: 4340.966797 Iteration 38Q: 3 clusters Score -1051086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1051088.125000 Penalty: 4340.966797 Iteration 39Q: 3 clusters Score -1051088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1051087.750000 Penalty: 4340.966797 Iteration 40F: 3 clusters Score -1051088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1051088.250000 Penalty: 4340.966797 Iteration 41Q: 3 clusters Score -1051088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1051090.250000 Penalty: 4340.966797 Iteration 42Q: 3 clusters Score -1051090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -1051095.625000 Penalty: 4340.966797 Iteration 43Q: 3 clusters Score -1051096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1051096.625000 Penalty: 4340.966797 Iteration 44Q: 3 clusters Score -1051097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1051096.875000 Penalty: 4340.966797 Iteration 45Q: 3 clusters Score -1051097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1051098.250000 Penalty: 4340.966797 Iteration 46Q: 3 clusters Score -1051098 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1051096.750000 Penalty: 4340.966797 Iteration 47Q: 3 clusters Score -1051097 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1051097.500000 Penalty: 4340.966797 Iteration 48Q: 3 clusters Score -1051098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1051097.500000 Penalty: 4340.966797 Iteration 49F: 3 clusters Score -1051098 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Entering Unmasked Estep Score: -232142.203125 Penalty: 1814.668701 Iteration 0F: 2 clusters Score -232142.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -229928.453125 Penalty: 3629.337402 Iteration 0F: 3 clusters Score -229928.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -230606.828125 Penalty: 3629.337402 Iteration 1F: 3 clusters Score -230606.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -231083.156250 Penalty: 3629.337402 Iteration 2F: 3 clusters Score -231083.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -231593.718750 Penalty: 3629.337402 Iteration 3F: 3 clusters Score -231593.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -231945.000000 Penalty: 3629.337402 Iteration 4F: 3 clusters Score -231945 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -232169.437500 Penalty: 3629.337402 Iteration 5F: 3 clusters Score -232169.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -232348.687500 Penalty: 3629.337402 Iteration 6Q: 3 clusters Score -232348.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -232478.218750 Penalty: 3629.337402 Iteration 7Q: 3 clusters Score -232478.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -232677.640625 Penalty: 3629.337402 Iteration 8Q: 3 clusters Score -232677.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -233122.437500 Penalty: 3629.337402 Iteration 9Q: 3 clusters Score -233122.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -233692.578125 Penalty: 3629.337402 Iteration 10Q: 3 clusters Score -233692.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -233910.109375 Penalty: 3629.337402 Iteration 11Q: 3 clusters Score -233910.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -233917.921875 Penalty: 3629.337402 Iteration 12Q: 3 clusters Score -233917.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -233919.359375 Penalty: 3629.337402 Iteration 13Q: 3 clusters Score -233919.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -233919.359375 Penalty: 3629.337402 Iteration 14F: 3 clusters Score -233919.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 53281 members Mstep: Class 6 contains 95687 members Mstep: Class 7 contains 70572 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 74517 members Mstep: Class 11 contains 72680 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 256 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44010 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 728 members Mstep: Class 22 contains 39388 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 17039 members Mstep: Class 26 contains 27951 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67540 members Mstep: Class 30 contains 23154 members Mstep: Class 31 contains 228 members Mstep: Class 32 contains 778 members Entering Unmasked Estep Score: -106705712.000000 Penalty: 106312.351562 Splitting cluster 21 changes total score from -106700328.000000 to -106705712.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 22 (39388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39388 members Entering Unmasked Estep Score: -6514712.000000 Penalty: 2624.141846 Iteration 0F: 2 clusters Score -6514712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 19779 members Entering Unmasked Estep Score: -6488020.000000 Penalty: 5248.283691 Iteration 0F: 3 clusters Score -6488020 nChanged 17988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19295 members Mstep: Class 2 contains 20093 members Entering Unmasked Estep Score: -6497794.500000 Penalty: 5248.283691 Iteration 1F: 3 clusters Score -6497794 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19246 members Mstep: Class 2 contains 20142 members Entering Unmasked Estep Score: -6498270.500000 Penalty: 5248.283691 Iteration 2Q: 3 clusters Score -6498270 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19194 members Mstep: Class 2 contains 20194 members Entering Unmasked Estep Score: -6498818.500000 Penalty: 5248.283691 Iteration 3Q: 3 clusters Score -6498818 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19186 members Mstep: Class 2 contains 20202 members Entering Unmasked Estep Score: -6499394.500000 Penalty: 5248.283691 Iteration 4Q: 3 clusters Score -6499394 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19210 members Mstep: Class 2 contains 20178 members Entering Unmasked Estep Score: -6500250.000000 Penalty: 5248.283691 Iteration 5Q: 3 clusters Score -6500250 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19256 members Mstep: Class 2 contains 20132 members Entering Unmasked Estep Score: -6501239.000000 Penalty: 5248.283691 Iteration 6F: 3 clusters Score -6501239 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19277 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -6502151.000000 Penalty: 5248.283691 Iteration 7F: 3 clusters Score -6502151 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -6502960.500000 Penalty: 5248.283691 Iteration 8Q: 3 clusters Score -6502960 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19183 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -6503612.000000 Penalty: 5248.283691 Iteration 9Q: 3 clusters Score -6503612 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19032 members Mstep: Class 2 contains 20356 members Entering Unmasked Estep Score: -6504035.500000 Penalty: 5248.283691 Iteration 10Q: 3 clusters Score -6504036 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18851 members Mstep: Class 2 contains 20537 members Entering Unmasked Estep Score: -6504374.000000 Penalty: 5248.283691 Iteration 11Q: 3 clusters Score -6504374 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 20763 members Entering Unmasked Estep Score: -6504659.000000 Penalty: 5248.283691 Iteration 12Q: 3 clusters Score -6504659 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18424 members Mstep: Class 2 contains 20964 members Entering Unmasked Estep Score: -6504801.000000 Penalty: 5248.283691 Iteration 13Q: 3 clusters Score -6504801 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 21169 members Entering Unmasked Estep Score: -6504974.000000 Penalty: 5248.283691 Iteration 14Q: 3 clusters Score -6504974 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 21368 members Entering Unmasked Estep Score: -6505083.000000 Penalty: 5248.283691 Iteration 15Q: 3 clusters Score -6505083 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17786 members Mstep: Class 2 contains 21602 members Entering Unmasked Estep Score: -6505211.000000 Penalty: 5248.283691 Iteration 16Q: 3 clusters Score -6505211 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 21818 members Entering Unmasked Estep Score: -6505396.000000 Penalty: 5248.283691 Iteration 17Q: 3 clusters Score -6505396 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17370 members Mstep: Class 2 contains 22018 members Entering Unmasked Estep Score: -6505594.500000 Penalty: 5248.283691 Iteration 18Q: 3 clusters Score -6505594 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -6505752.500000 Penalty: 5248.283691 Iteration 19Q: 3 clusters Score -6505752 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 22410 members Entering Unmasked Estep Score: -6505961.000000 Penalty: 5248.283691 Iteration 20F: 3 clusters Score -6505961 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16795 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -6506163.500000 Penalty: 5248.283691 Iteration 21Q: 3 clusters Score -6506164 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16674 members Mstep: Class 2 contains 22714 members Entering Unmasked Estep Score: -6506336.000000 Penalty: 5248.283691 Iteration 22Q: 3 clusters Score -6506336 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 22809 members Entering Unmasked Estep Score: -6506546.000000 Penalty: 5248.283691 Iteration 23Q: 3 clusters Score -6506546 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16487 members Mstep: Class 2 contains 22901 members Entering Unmasked Estep Score: -6506722.000000 Penalty: 5248.283691 Iteration 24Q: 3 clusters Score -6506722 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16437 members Mstep: Class 2 contains 22951 members Entering Unmasked Estep Score: -6506901.000000 Penalty: 5248.283691 Iteration 25Q: 3 clusters Score -6506901 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -6507032.000000 Penalty: 5248.283691 Iteration 26Q: 3 clusters Score -6507032 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16277 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -6507134.500000 Penalty: 5248.283691 Iteration 27Q: 3 clusters Score -6507134 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 23190 members Entering Unmasked Estep Score: -6507240.000000 Penalty: 5248.283691 Iteration 28Q: 3 clusters Score -6507240 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 23241 members Entering Unmasked Estep Score: -6507303.500000 Penalty: 5248.283691 Iteration 29Q: 3 clusters Score -6507304 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 23287 members Entering Unmasked Estep Score: -6507368.500000 Penalty: 5248.283691 Iteration 30Q: 3 clusters Score -6507368 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 23329 members Entering Unmasked Estep Score: -6507478.000000 Penalty: 5248.283691 Iteration 31Q: 3 clusters Score -6507478 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15978 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -6507531.000000 Penalty: 5248.283691 Iteration 32Q: 3 clusters Score -6507531 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 23495 members Entering Unmasked Estep Score: -6507585.000000 Penalty: 5248.283691 Iteration 33Q: 3 clusters Score -6507585 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -6507617.000000 Penalty: 5248.283691 Iteration 34Q: 3 clusters Score -6507617 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15770 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -6507636.000000 Penalty: 5248.283691 Iteration 35Q: 3 clusters Score -6507636 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 23668 members Entering Unmasked Estep Score: -6507672.500000 Penalty: 5248.283691 Iteration 36Q: 3 clusters Score -6507672 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -6507659.500000 Penalty: 5248.283691 Iteration 37Q: 3 clusters Score -6507660 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15628 members Mstep: Class 2 contains 23760 members Entering Unmasked Estep Score: -6507700.000000 Penalty: 5248.283691 Iteration 38Q: 3 clusters Score -6507700 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15582 members Mstep: Class 2 contains 23806 members Entering Unmasked Estep Score: -6507731.000000 Penalty: 5248.283691 Iteration 39Q: 3 clusters Score -6507731 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15523 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -6507740.000000 Penalty: 5248.283691 Iteration 40F: 3 clusters Score -6507740 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 23971 members Entering Unmasked Estep Score: -6507775.000000 Penalty: 5248.283691 Iteration 41Q: 3 clusters Score -6507775 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15316 members Mstep: Class 2 contains 24072 members Entering Unmasked Estep Score: -6507808.500000 Penalty: 5248.283691 Iteration 42Q: 3 clusters Score -6507808 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 24199 members Entering Unmasked Estep Score: -6507834.500000 Penalty: 5248.283691 Iteration 43Q: 3 clusters Score -6507834 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 24329 members Entering Unmasked Estep Score: -6507885.500000 Penalty: 5248.283691 Iteration 44Q: 3 clusters Score -6507886 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 24449 members Entering Unmasked Estep Score: -6507923.000000 Penalty: 5248.283691 Iteration 45Q: 3 clusters Score -6507923 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 24597 members Entering Unmasked Estep Score: -6507959.500000 Penalty: 5248.283691 Iteration 46Q: 3 clusters Score -6507960 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 24752 members Entering Unmasked Estep Score: -6508051.000000 Penalty: 5248.283691 Iteration 47Q: 3 clusters Score -6508051 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 24945 members Entering Unmasked Estep Score: -6508094.500000 Penalty: 5248.283691 Iteration 48Q: 3 clusters Score -6508094 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14232 members Mstep: Class 2 contains 25156 members Entering Unmasked Estep Score: -6508150.500000 Penalty: 5248.283691 Iteration 49Q: 3 clusters Score -6508150 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14004 members Mstep: Class 2 contains 25384 members Entering Unmasked Estep Score: -6508219.500000 Penalty: 5248.283691 Iteration 50Q: 3 clusters Score -6508220 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 25657 members Entering Unmasked Estep Score: -6508306.000000 Penalty: 5248.283691 Iteration 51Q: 3 clusters Score -6508306 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13445 members Mstep: Class 2 contains 25943 members Entering Unmasked Estep Score: -6508372.500000 Penalty: 5248.283691 Iteration 52Q: 3 clusters Score -6508372 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 26290 members Entering Unmasked Estep Score: -6508476.000000 Penalty: 5248.283691 Iteration 53Q: 3 clusters Score -6508476 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 26680 members Entering Unmasked Estep Score: -6508631.500000 Penalty: 5248.283691 Iteration 54Q: 3 clusters Score -6508632 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12321 members Mstep: Class 2 contains 27067 members Entering Unmasked Estep Score: -6508758.000000 Penalty: 5248.283691 Iteration 55Q: 3 clusters Score -6508758 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 27503 members Entering Unmasked Estep Score: -6508907.000000 Penalty: 5248.283691 Iteration 56Q: 3 clusters Score -6508907 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 27918 members Entering Unmasked Estep Score: -6509043.500000 Penalty: 5248.283691 Iteration 57Q: 3 clusters Score -6509044 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 28362 members Entering Unmasked Estep Score: -6509245.000000 Penalty: 5248.283691 Iteration 58Q: 3 clusters Score -6509245 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 28824 members Entering Unmasked Estep Score: -6509430.000000 Penalty: 5248.283691 Iteration 59Q: 3 clusters Score -6509430 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 29294 members Entering Unmasked Estep Score: -6509644.500000 Penalty: 5248.283691 Iteration 60F: 3 clusters Score -6509644 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -6509905.000000 Penalty: 5248.283691 Iteration 61Q: 3 clusters Score -6509905 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 30235 members Entering Unmasked Estep Score: -6510121.000000 Penalty: 5248.283691 Iteration 62Q: 3 clusters Score -6510121 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 30680 members Entering Unmasked Estep Score: -6510350.000000 Penalty: 5248.283691 Iteration 63Q: 3 clusters Score -6510350 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 31125 members Entering Unmasked Estep Score: -6510526.500000 Penalty: 5248.283691 Iteration 64Q: 3 clusters Score -6510526 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 31560 members Entering Unmasked Estep Score: -6510710.500000 Penalty: 5248.283691 Iteration 65Q: 3 clusters Score -6510710 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 31955 members Entering Unmasked Estep Score: -6510878.000000 Penalty: 5248.283691 Iteration 66Q: 3 clusters Score -6510878 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 32299 members Entering Unmasked Estep Score: -6511007.000000 Penalty: 5248.283691 Iteration 67Q: 3 clusters Score -6511007 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -6511122.000000 Penalty: 5248.283691 Iteration 68Q: 3 clusters Score -6511122 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 32929 members Entering Unmasked Estep Score: -6511240.500000 Penalty: 5248.283691 Iteration 69Q: 3 clusters Score -6511240 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 33241 members Entering Unmasked Estep Score: -6511355.000000 Penalty: 5248.283691 Iteration 70Q: 3 clusters Score -6511355 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 33548 members Entering Unmasked Estep Score: -6511466.500000 Penalty: 5248.283691 Iteration 71Q: 3 clusters Score -6511466 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 33823 members Entering Unmasked Estep Score: -6511583.000000 Penalty: 5248.283691 Iteration 72Q: 3 clusters Score -6511583 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 34072 members Entering Unmasked Estep Score: -6511649.000000 Penalty: 5248.283691 Iteration 73Q: 3 clusters Score -6511649 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 34278 members Entering Unmasked Estep Score: -6511722.000000 Penalty: 5248.283691 Iteration 74Q: 3 clusters Score -6511722 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 34488 members Entering Unmasked Estep Score: -6511796.000000 Penalty: 5248.283691 Iteration 75Q: 3 clusters Score -6511796 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 34672 members Entering Unmasked Estep Score: -6511854.500000 Penalty: 5248.283691 Iteration 76Q: 3 clusters Score -6511854 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 34842 members Entering Unmasked Estep Score: -6511896.500000 Penalty: 5248.283691 Iteration 77Q: 3 clusters Score -6511896 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 34997 members Entering Unmasked Estep Score: -6511929.000000 Penalty: 5248.283691 Iteration 78Q: 3 clusters Score -6511929 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 35136 members Entering Unmasked Estep Score: -6511966.500000 Penalty: 5248.283691 Iteration 79Q: 3 clusters Score -6511966 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 35252 members Entering Unmasked Estep Score: -6511989.000000 Penalty: 5248.283691 Iteration 80F: 3 clusters Score -6511989 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 35359 members Entering Unmasked Estep Score: -6512024.500000 Penalty: 5248.283691 Iteration 81Q: 3 clusters Score -6512024 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 35448 members Entering Unmasked Estep Score: -6512047.500000 Penalty: 5248.283691 Iteration 82Q: 3 clusters Score -6512048 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 35528 members Entering Unmasked Estep Score: -6512044.000000 Penalty: 5248.283691 Iteration 83Q: 3 clusters Score -6512044 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 35601 members Entering Unmasked Estep Score: -6512073.000000 Penalty: 5248.283691 Iteration 84Q: 3 clusters Score -6512073 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 35673 members Entering Unmasked Estep Score: -6512101.500000 Penalty: 5248.283691 Iteration 85Q: 3 clusters Score -6512102 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 35746 members Entering Unmasked Estep Score: -6512111.000000 Penalty: 5248.283691 Iteration 86Q: 3 clusters Score -6512111 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 35808 members Entering Unmasked Estep Score: -6512125.500000 Penalty: 5248.283691 Iteration 87Q: 3 clusters Score -6512126 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 35858 members Entering Unmasked Estep Score: -6512126.500000 Penalty: 5248.283691 Iteration 88Q: 3 clusters Score -6512126 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 35908 members Entering Unmasked Estep Score: -6512133.000000 Penalty: 5248.283691 Iteration 89Q: 3 clusters Score -6512133 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 35952 members Entering Unmasked Estep Score: -6512151.500000 Penalty: 5248.283691 Iteration 90Q: 3 clusters Score -6512152 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 35988 members Entering Unmasked Estep Score: -6512144.000000 Penalty: 5248.283691 Iteration 91Q: 3 clusters Score -6512144 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 36027 members Entering Unmasked Estep Score: -6512143.500000 Penalty: 5248.283691 Iteration 92Q: 3 clusters Score -6512144 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 36069 members Entering Unmasked Estep Score: -6512156.000000 Penalty: 5248.283691 Iteration 93Q: 3 clusters Score -6512156 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 36111 members Entering Unmasked Estep Score: -6512158.000000 Penalty: 5248.283691 Iteration 94Q: 3 clusters Score -6512158 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 36147 members Entering Unmasked Estep Score: -6512172.500000 Penalty: 5248.283691 Iteration 95Q: 3 clusters Score -6512172 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 36175 members Entering Unmasked Estep Score: -6512192.000000 Penalty: 5248.283691 Iteration 96Q: 3 clusters Score -6512192 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 36212 members Entering Unmasked Estep Score: -6512186.500000 Penalty: 5248.283691 Iteration 97Q: 3 clusters Score -6512186 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 36248 members Entering Unmasked Estep Score: -6512201.000000 Penalty: 5248.283691 Iteration 98Q: 3 clusters Score -6512201 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 36285 members Entering Unmasked Estep Score: -6512214.000000 Penalty: 5248.283691 Iteration 99Q: 3 clusters Score -6512214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 36313 members Entering Unmasked Estep Score: -6512213.000000 Penalty: 5248.283691 Iteration 100F: 3 clusters Score -6512213 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 36333 members Entering Unmasked Estep Score: -6512209.000000 Penalty: 5248.283691 Iteration 101Q: 3 clusters Score -6512209 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 36356 members Entering Unmasked Estep Score: -6512216.000000 Penalty: 5248.283691 Iteration 102Q: 3 clusters Score -6512216 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -6512218.500000 Penalty: 5248.283691 Iteration 103Q: 3 clusters Score -6512218 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 36396 members Entering Unmasked Estep Score: -6512226.500000 Penalty: 5248.283691 Iteration 104Q: 3 clusters Score -6512226 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 36415 members Entering Unmasked Estep Score: -6512232.500000 Penalty: 5248.283691 Iteration 105Q: 3 clusters Score -6512232 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 36427 members Entering Unmasked Estep Score: -6512230.500000 Penalty: 5248.283691 Iteration 106Q: 3 clusters Score -6512230 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 36437 members Entering Unmasked Estep Score: -6512232.000000 Penalty: 5248.283691 Iteration 107Q: 3 clusters Score -6512232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 36446 members Entering Unmasked Estep Score: -6512236.500000 Penalty: 5248.283691 Iteration 108Q: 3 clusters Score -6512236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 36456 members Entering Unmasked Estep Score: -6512236.500000 Penalty: 5248.283691 Iteration 109Q: 3 clusters Score -6512236 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 36465 members Entering Unmasked Estep Score: -6512236.000000 Penalty: 5248.283691 Iteration 110Q: 3 clusters Score -6512236 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 36479 members Entering Unmasked Estep Score: -6512241.500000 Penalty: 5248.283691 Iteration 111Q: 3 clusters Score -6512242 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 36486 members Entering Unmasked Estep Score: -6512243.500000 Penalty: 5248.283691 Iteration 112Q: 3 clusters Score -6512244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 36494 members Entering Unmasked Estep Score: -6512241.000000 Penalty: 5248.283691 Iteration 113Q: 3 clusters Score -6512241 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 36501 members Entering Unmasked Estep Score: -6512247.000000 Penalty: 5248.283691 Iteration 114Q: 3 clusters Score -6512247 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 36510 members Entering Unmasked Estep Score: -6512247.000000 Penalty: 5248.283691 Iteration 115Q: 3 clusters Score -6512247 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 36519 members Entering Unmasked Estep Score: -6512250.000000 Penalty: 5248.283691 Iteration 116Q: 3 clusters Score -6512250 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 36524 members Entering Unmasked Estep Score: -6512243.500000 Penalty: 5248.283691 Iteration 117Q: 3 clusters Score -6512244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 36529 members Entering Unmasked Estep Score: -6512244.000000 Penalty: 5248.283691 Iteration 118Q: 3 clusters Score -6512244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 36534 members Entering Unmasked Estep Score: -6512252.500000 Penalty: 5248.283691 Iteration 119Q: 3 clusters Score -6512252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 36540 members Entering Unmasked Estep Score: -6512250.500000 Penalty: 5248.283691 Iteration 120F: 3 clusters Score -6512250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 36547 members Entering Unmasked Estep Score: -6512259.500000 Penalty: 5248.283691 Iteration 121Q: 3 clusters Score -6512260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 36551 members Entering Unmasked Estep Score: -6512258.500000 Penalty: 5248.283691 Iteration 122Q: 3 clusters Score -6512258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 36555 members Entering Unmasked Estep Score: -6512253.000000 Penalty: 5248.283691 Iteration 123Q: 3 clusters Score -6512253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 36559 members Entering Unmasked Estep Score: -6512252.500000 Penalty: 5248.283691 Iteration 124Q: 3 clusters Score -6512252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 36562 members Entering Unmasked Estep Score: -6512250.000000 Penalty: 5248.283691 Iteration 125Q: 3 clusters Score -6512250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 36564 members Entering Unmasked Estep Score: -6512252.000000 Penalty: 5248.283691 Iteration 126Q: 3 clusters Score -6512252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 36567 members Entering Unmasked Estep Score: -6512249.000000 Penalty: 5248.283691 Iteration 127Q: 3 clusters Score -6512249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 36569 members Entering Unmasked Estep Score: -6512252.500000 Penalty: 5248.283691 Iteration 128Q: 3 clusters Score -6512252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 36571 members Entering Unmasked Estep Score: -6512253.500000 Penalty: 5248.283691 Iteration 129Q: 3 clusters Score -6512254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 36574 members Entering Unmasked Estep Score: -6512250.000000 Penalty: 5248.283691 Iteration 130Q: 3 clusters Score -6512250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 36576 members Entering Unmasked Estep Score: -6512248.500000 Penalty: 5248.283691 Iteration 131Q: 3 clusters Score -6512248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 36578 members Entering Unmasked Estep Score: -6512249.000000 Penalty: 5248.283691 Iteration 132Q: 3 clusters Score -6512249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 36580 members Entering Unmasked Estep Score: -6512254.000000 Penalty: 5248.283691 Iteration 133Q: 3 clusters Score -6512254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 36581 members Entering Unmasked Estep Score: -6512256.000000 Penalty: 5248.283691 Iteration 134Q: 3 clusters Score -6512256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 36581 members Entering Unmasked Estep Score: -6512256.000000 Penalty: 5248.283691 Iteration 135F: 3 clusters Score -6512256 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Entering Unmasked Estep Score: -450108.406250 Penalty: 1987.144897 Iteration 0F: 2 clusters Score -450108.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -446869.250000 Penalty: 3974.289795 Iteration 0F: 3 clusters Score -446869.2 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -447876.093750 Penalty: 3974.289795 Iteration 1F: 3 clusters Score -447876.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -448211.375000 Penalty: 3974.289795 Iteration 2F: 3 clusters Score -448211.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -448402.343750 Penalty: 3974.289795 Iteration 3F: 3 clusters Score -448402.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -448527.593750 Penalty: 3974.289795 Iteration 4Q: 3 clusters Score -448527.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -448604.468750 Penalty: 3974.289795 Iteration 5Q: 3 clusters Score -448604.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -448663.906250 Penalty: 3974.289795 Iteration 6Q: 3 clusters Score -448663.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -448709.343750 Penalty: 3974.289795 Iteration 7Q: 3 clusters Score -448709.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -448741.218750 Penalty: 3974.289795 Iteration 8Q: 3 clusters Score -448741.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -448767.343750 Penalty: 3974.289795 Iteration 9Q: 3 clusters Score -448767.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -448790.406250 Penalty: 3974.289795 Iteration 10Q: 3 clusters Score -448790.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -448810.718750 Penalty: 3974.289795 Iteration 11Q: 3 clusters Score -448810.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -448828.031250 Penalty: 3974.289795 Iteration 12Q: 3 clusters Score -448828 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -448845.312500 Penalty: 3974.289795 Iteration 13Q: 3 clusters Score -448845.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -448856.656250 Penalty: 3974.289795 Iteration 14Q: 3 clusters Score -448856.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -448870.031250 Penalty: 3974.289795 Iteration 15Q: 3 clusters Score -448870 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -448886.468750 Penalty: 3974.289795 Iteration 16Q: 3 clusters Score -448886.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -448897.656250 Penalty: 3974.289795 Iteration 17Q: 3 clusters Score -448897.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -448915.625000 Penalty: 3974.289795 Iteration 18Q: 3 clusters Score -448915.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -448930.843750 Penalty: 3974.289795 Iteration 19Q: 3 clusters Score -448930.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -448949.187500 Penalty: 3974.289795 Iteration 20F: 3 clusters Score -448949.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -448969.343750 Penalty: 3974.289795 Iteration 21Q: 3 clusters Score -448969.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -448981.968750 Penalty: 3974.289795 Iteration 22Q: 3 clusters Score -448982 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -448990.187500 Penalty: 3974.289795 Iteration 23Q: 3 clusters Score -448990.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -448994.062500 Penalty: 3974.289795 Iteration 24Q: 3 clusters Score -448994.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -448998.156250 Penalty: 3974.289795 Iteration 25Q: 3 clusters Score -448998.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -449002.156250 Penalty: 3974.289795 Iteration 26Q: 3 clusters Score -449002.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -449005.906250 Penalty: 3974.289795 Iteration 27Q: 3 clusters Score -449005.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -449008.218750 Penalty: 3974.289795 Iteration 28Q: 3 clusters Score -449008.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -449010.875000 Penalty: 3974.289795 Iteration 29Q: 3 clusters Score -449010.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -449013.250000 Penalty: 3974.289795 Iteration 30Q: 3 clusters Score -449013.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -449014.531250 Penalty: 3974.289795 Iteration 31Q: 3 clusters Score -449014.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -449016.343750 Penalty: 3974.289795 Iteration 32Q: 3 clusters Score -449016.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -449017.812500 Penalty: 3974.289795 Iteration 33Q: 3 clusters Score -449017.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -449019.125000 Penalty: 3974.289795 Iteration 34Q: 3 clusters Score -449019.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -449020.781250 Penalty: 3974.289795 Iteration 35Q: 3 clusters Score -449020.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -449023.406250 Penalty: 3974.289795 Iteration 36Q: 3 clusters Score -449023.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -449030.093750 Penalty: 3974.289795 Iteration 37Q: 3 clusters Score -449030.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -449036.718750 Penalty: 3974.289795 Iteration 38Q: 3 clusters Score -449036.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -449041.906250 Penalty: 3974.289795 Iteration 39Q: 3 clusters Score -449041.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -449048.812500 Penalty: 3974.289795 Iteration 40F: 3 clusters Score -449048.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -449051.812500 Penalty: 3974.289795 Iteration 41Q: 3 clusters Score -449051.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -449053.312500 Penalty: 3974.289795 Iteration 42Q: 3 clusters Score -449053.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -449055.312500 Penalty: 3974.289795 Iteration 43Q: 3 clusters Score -449055.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -449056.000000 Penalty: 3974.289795 Iteration 44Q: 3 clusters Score -449056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -449058.343750 Penalty: 3974.289795 Iteration 45Q: 3 clusters Score -449058.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -449059.031250 Penalty: 3974.289795 Iteration 46Q: 3 clusters Score -449059 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -449059.250000 Penalty: 3974.289795 Iteration 47Q: 3 clusters Score -449059.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -449059.250000 Penalty: 3974.289795 Iteration 48F: 3 clusters Score -449059.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Entering Unmasked Estep Score: -172075.296875 Penalty: 1750.998169 Iteration 0F: 2 clusters Score -172075.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -170131.218750 Penalty: 3501.996338 Iteration 0F: 3 clusters Score -170131.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -170580.609375 Penalty: 3501.996338 Iteration 1F: 3 clusters Score -170580.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -170841.031250 Penalty: 3501.996338 Iteration 2F: 3 clusters Score -170841 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -171049.531250 Penalty: 3501.996338 Iteration 3F: 3 clusters Score -171049.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -171237.125000 Penalty: 3501.996338 Iteration 4F: 3 clusters Score -171237.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -171377.046875 Penalty: 3501.996338 Iteration 5Q: 3 clusters Score -171377 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -171479.015625 Penalty: 3501.996338 Iteration 6Q: 3 clusters Score -171479 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -171558.093750 Penalty: 3501.996338 Iteration 7Q: 3 clusters Score -171558.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -171627.718750 Penalty: 3501.996338 Iteration 8Q: 3 clusters Score -171627.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -171691.593750 Penalty: 3501.996338 Iteration 9Q: 3 clusters Score -171691.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -171740.875000 Penalty: 3501.996338 Iteration 10Q: 3 clusters Score -171740.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -171778.187500 Penalty: 3501.996338 Iteration 11Q: 3 clusters Score -171778.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -171825.453125 Penalty: 3501.996338 Iteration 12Q: 3 clusters Score -171825.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -171857.531250 Penalty: 3501.996338 Iteration 13Q: 3 clusters Score -171857.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -171895.218750 Penalty: 3501.996338 Iteration 14Q: 3 clusters Score -171895.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -171915.296875 Penalty: 3501.996338 Iteration 15Q: 3 clusters Score -171915.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -171922.265625 Penalty: 3501.996338 Iteration 16Q: 3 clusters Score -171922.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -171925.500000 Penalty: 3501.996338 Iteration 17Q: 3 clusters Score -171925.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -171925.500000 Penalty: 3501.996338 Iteration 18F: 3 clusters Score -171925.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (27951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27951 members Entering Unmasked Estep Score: -4647634.500000 Penalty: 2539.075439 Iteration 0F: 2 clusters Score -4647634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -4628478.000000 Penalty: 5078.150879 Iteration 0F: 3 clusters Score -4628478 nChanged 12535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 14329 members Entering Unmasked Estep Score: -4635253.000000 Penalty: 5078.150879 Iteration 1F: 3 clusters Score -4635253 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 14583 members Entering Unmasked Estep Score: -4635655.500000 Penalty: 5078.150879 Iteration 2Q: 3 clusters Score -4635656 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -4636062.500000 Penalty: 5078.150879 Iteration 3Q: 3 clusters Score -4636062 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12524 members Mstep: Class 2 contains 15427 members Entering Unmasked Estep Score: -4636425.000000 Penalty: 5078.150879 Iteration 4Q: 3 clusters Score -4636425 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -4636825.500000 Penalty: 5078.150879 Iteration 5Q: 3 clusters Score -4636826 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 17106 members Entering Unmasked Estep Score: -4637400.000000 Penalty: 5078.150879 Iteration 6Q: 3 clusters Score -4637400 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 18361 members Entering Unmasked Estep Score: -4638216.000000 Penalty: 5078.150879 Iteration 7F: 3 clusters Score -4638216 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 19856 members Entering Unmasked Estep Score: -4639267.000000 Penalty: 5078.150879 Iteration 8F: 3 clusters Score -4639267 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 21495 members Entering Unmasked Estep Score: -4640533.000000 Penalty: 5078.150879 Iteration 9F: 3 clusters Score -4640533 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 23126 members Entering Unmasked Estep Score: -4641857.500000 Penalty: 5078.150879 Iteration 10F: 3 clusters Score -4641858 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 24571 members Entering Unmasked Estep Score: -4643143.500000 Penalty: 5078.150879 Iteration 11F: 3 clusters Score -4643144 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 25682 members Entering Unmasked Estep Score: -4644153.000000 Penalty: 5078.150879 Iteration 12Q: 3 clusters Score -4644153 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 26392 members Entering Unmasked Estep Score: -4644775.500000 Penalty: 5078.150879 Iteration 13Q: 3 clusters Score -4644776 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 26807 members Entering Unmasked Estep Score: -4645115.000000 Penalty: 5078.150879 Iteration 14Q: 3 clusters Score -4645115 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 27039 members Entering Unmasked Estep Score: -4645308.000000 Penalty: 5078.150879 Iteration 15Q: 3 clusters Score -4645308 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 27173 members Entering Unmasked Estep Score: -4645432.000000 Penalty: 5078.150879 Iteration 16Q: 3 clusters Score -4645432 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 27249 members Entering Unmasked Estep Score: -4645485.000000 Penalty: 5078.150879 Iteration 17Q: 3 clusters Score -4645485 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -4645520.500000 Penalty: 5078.150879 Iteration 18Q: 3 clusters Score -4645520 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 27323 members Entering Unmasked Estep Score: -4645540.500000 Penalty: 5078.150879 Iteration 19Q: 3 clusters Score -4645540 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 27335 members Entering Unmasked Estep Score: -4645557.000000 Penalty: 5078.150879 Iteration 20F: 3 clusters Score -4645557 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 27350 members Entering Unmasked Estep Score: -4645570.500000 Penalty: 5078.150879 Iteration 21Q: 3 clusters Score -4645570 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 27366 members Entering Unmasked Estep Score: -4645585.500000 Penalty: 5078.150879 Iteration 22Q: 3 clusters Score -4645586 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 27377 members Entering Unmasked Estep Score: -4645589.000000 Penalty: 5078.150879 Iteration 23Q: 3 clusters Score -4645589 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 27385 members Entering Unmasked Estep Score: -4645593.500000 Penalty: 5078.150879 Iteration 24Q: 3 clusters Score -4645594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 27392 members Entering Unmasked Estep Score: -4645598.000000 Penalty: 5078.150879 Iteration 25Q: 3 clusters Score -4645598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 27394 members Entering Unmasked Estep Score: -4645601.500000 Penalty: 5078.150879 Iteration 26Q: 3 clusters Score -4645602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 27397 members Entering Unmasked Estep Score: -4645600.000000 Penalty: 5078.150879 Iteration 27Q: 3 clusters Score -4645600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 27399 members Entering Unmasked Estep Score: -4645602.000000 Penalty: 5078.150879 Iteration 28Q: 3 clusters Score -4645602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 27401 members Entering Unmasked Estep Score: -4645609.000000 Penalty: 5078.150879 Iteration 29Q: 3 clusters Score -4645609 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 27406 members Entering Unmasked Estep Score: -4645616.500000 Penalty: 5078.150879 Iteration 30Q: 3 clusters Score -4645616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 27409 members Entering Unmasked Estep Score: -4645620.000000 Penalty: 5078.150879 Iteration 31Q: 3 clusters Score -4645620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -4645614.500000 Penalty: 5078.150879 Iteration 32Q: 3 clusters Score -4645614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -4645614.500000 Penalty: 5078.150879 Iteration 33F: 3 clusters Score -4645614 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Entering Unmasked Estep Score: -2086715.375000 Penalty: 2341.893066 Iteration 0F: 2 clusters Score -2086715 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -2077394.375000 Penalty: 4683.786133 Iteration 0F: 3 clusters Score -2077394 nChanged 5420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -2080214.375000 Penalty: 4683.786133 Iteration 1F: 3 clusters Score -2080214 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -2080590.500000 Penalty: 4683.786133 Iteration 2F: 3 clusters Score -2080590 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -2080898.750000 Penalty: 4683.786133 Iteration 3F: 3 clusters Score -2080899 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -2081212.000000 Penalty: 4683.786133 Iteration 4Q: 3 clusters Score -2081212 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -2081573.750000 Penalty: 4683.786133 Iteration 5Q: 3 clusters Score -2081574 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -2082053.750000 Penalty: 4683.786133 Iteration 6F: 3 clusters Score -2082054 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -2082672.625000 Penalty: 4683.786133 Iteration 7F: 3 clusters Score -2082673 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -2083341.500000 Penalty: 4683.786133 Iteration 8F: 3 clusters Score -2083342 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -2083887.750000 Penalty: 4683.786133 Iteration 9F: 3 clusters Score -2083888 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -2084279.125000 Penalty: 4683.786133 Iteration 10Q: 3 clusters Score -2084279 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -2084579.375000 Penalty: 4683.786133 Iteration 11Q: 3 clusters Score -2084579 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -2084770.500000 Penalty: 4683.786133 Iteration 12Q: 3 clusters Score -2084770 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -2084882.125000 Penalty: 4683.786133 Iteration 13Q: 3 clusters Score -2084882 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -2084958.625000 Penalty: 4683.786133 Iteration 14Q: 3 clusters Score -2084959 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -2084996.625000 Penalty: 4683.786133 Iteration 15Q: 3 clusters Score -2084997 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -2085025.000000 Penalty: 4683.786133 Iteration 16Q: 3 clusters Score -2085025 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -2085037.375000 Penalty: 4683.786133 Iteration 17Q: 3 clusters Score -2085037 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -2085042.625000 Penalty: 4683.786133 Iteration 18Q: 3 clusters Score -2085043 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -2085050.000000 Penalty: 4683.786133 Iteration 19Q: 3 clusters Score -2085050 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -2085052.250000 Penalty: 4683.786133 Iteration 20F: 3 clusters Score -2085052 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -2085065.625000 Penalty: 4683.786133 Iteration 21Q: 3 clusters Score -2085066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -2085063.875000 Penalty: 4683.786133 Iteration 22Q: 3 clusters Score -2085064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -2085067.875000 Penalty: 4683.786133 Iteration 23Q: 3 clusters Score -2085068 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -2085072.000000 Penalty: 4683.786133 Iteration 24Q: 3 clusters Score -2085072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -2085072.625000 Penalty: 4683.786133 Iteration 25Q: 3 clusters Score -2085073 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -2085073.125000 Penalty: 4683.786133 Iteration 26Q: 3 clusters Score -2085073 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -2085074.750000 Penalty: 4683.786133 Iteration 27Q: 3 clusters Score -2085075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -2085076.375000 Penalty: 4683.786133 Iteration 28Q: 3 clusters Score -2085076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -2085077.000000 Penalty: 4683.786133 Iteration 29Q: 3 clusters Score -2085077 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -2085076.375000 Penalty: 4683.786133 Iteration 30Q: 3 clusters Score -2085076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -2085076.375000 Penalty: 4683.786133 Iteration 31F: 3 clusters Score -2085076 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Entering Unmasked Estep Score: -23760.218750 Penalty: 1395.650024 Iteration 0F: 2 clusters Score -23760.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -22862.021484 Penalty: 2791.300049 Iteration 0F: 3 clusters Score -22862.02 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23173.914062 Penalty: 2791.300049 Iteration 1F: 3 clusters Score -23173.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23312.548828 Penalty: 2791.300049 Iteration 2F: 3 clusters Score -23312.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23389.281250 Penalty: 2791.300049 Iteration 3Q: 3 clusters Score -23389.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23436.626953 Penalty: 2791.300049 Iteration 4Q: 3 clusters Score -23436.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23447.529297 Penalty: 2791.300049 Iteration 5Q: 3 clusters Score -23447.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23449.621094 Penalty: 2791.300049 Iteration 6Q: 3 clusters Score -23449.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23449.621094 Penalty: 2791.300049 Iteration 7F: 3 clusters Score -23449.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (67540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67540 members Entering Unmasked Estep Score: -11241438.000000 Penalty: 2757.877930 Iteration 0F: 2 clusters Score -1.124144e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33841 members Mstep: Class 2 contains 33699 members Entering Unmasked Estep Score: -11196153.000000 Penalty: 5515.755859 Iteration 0F: 3 clusters Score -1.119615e+07 nChanged 31663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34978 members Mstep: Class 2 contains 32562 members Entering Unmasked Estep Score: -11213780.000000 Penalty: 5515.755859 Iteration 1F: 3 clusters Score -1.121378e+07 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35714 members Mstep: Class 2 contains 31826 members Entering Unmasked Estep Score: -11214475.000000 Penalty: 5515.755859 Iteration 2Q: 3 clusters Score -1.121448e+07 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36707 members Mstep: Class 2 contains 30833 members Entering Unmasked Estep Score: -11215205.000000 Penalty: 5515.755859 Iteration 3Q: 3 clusters Score -1.12152e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38341 members Mstep: Class 2 contains 29199 members Entering Unmasked Estep Score: -11216211.000000 Penalty: 5515.755859 Iteration 4Q: 3 clusters Score -1.121621e+07 nChanged 3371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40734 members Mstep: Class 2 contains 26806 members Entering Unmasked Estep Score: -11217699.000000 Penalty: 5515.755859 Iteration 5Q: 3 clusters Score -1.12177e+07 nChanged 4006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43958 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -11219986.000000 Penalty: 5515.755859 Iteration 6F: 3 clusters Score -1.121999e+07 nChanged 4651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47989 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -11223128.000000 Penalty: 5515.755859 Iteration 7F: 3 clusters Score -1.122313e+07 nChanged 5034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52549 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -11227092.000000 Penalty: 5515.755859 Iteration 8F: 3 clusters Score -1.122709e+07 nChanged 4710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56995 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -11230853.000000 Penalty: 5515.755859 Iteration 9F: 3 clusters Score -1.123085e+07 nChanged 3722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60617 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -11233966.000000 Penalty: 5515.755859 Iteration 10F: 3 clusters Score -1.123397e+07 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63277 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -11236285.000000 Penalty: 5515.755859 Iteration 11Q: 3 clusters Score -1.123628e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64983 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -11237708.000000 Penalty: 5515.755859 Iteration 12Q: 3 clusters Score -1.123771e+07 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65904 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -11238411.000000 Penalty: 5515.755859 Iteration 13Q: 3 clusters Score -1.123841e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66370 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -11238789.000000 Penalty: 5515.755859 Iteration 14Q: 3 clusters Score -1.123879e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66633 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -11238940.000000 Penalty: 5515.755859 Iteration 15Q: 3 clusters Score -1.123894e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66763 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -11239033.000000 Penalty: 5515.755859 Iteration 16Q: 3 clusters Score -1.123903e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66852 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -11239116.000000 Penalty: 5515.755859 Iteration 17Q: 3 clusters Score -1.123912e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66894 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -11239152.000000 Penalty: 5515.755859 Iteration 18Q: 3 clusters Score -1.123915e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66924 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -11239157.000000 Penalty: 5515.755859 Iteration 19Q: 3 clusters Score -1.123916e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66947 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -11239175.000000 Penalty: 5515.755859 Iteration 20F: 3 clusters Score -1.123918e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66960 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -11239186.000000 Penalty: 5515.755859 Iteration 21Q: 3 clusters Score -1.123919e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66972 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -11239171.000000 Penalty: 5515.755859 Iteration 22Q: 3 clusters Score -1.123917e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66979 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -11239182.000000 Penalty: 5515.755859 Iteration 23Q: 3 clusters Score -1.123918e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66984 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -11239195.000000 Penalty: 5515.755859 Iteration 24Q: 3 clusters Score -1.12392e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66987 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -11239192.000000 Penalty: 5515.755859 Iteration 25Q: 3 clusters Score -1.123919e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66989 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -11239191.000000 Penalty: 5515.755859 Iteration 26Q: 3 clusters Score -1.123919e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66988 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -11239193.000000 Penalty: 5515.755859 Iteration 27Q: 3 clusters Score -1.123919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66989 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -11239198.000000 Penalty: 5515.755859 Iteration 28Q: 3 clusters Score -1.12392e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66990 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -11239193.000000 Penalty: 5515.755859 Iteration 29Q: 3 clusters Score -1.123919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66991 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -11239206.000000 Penalty: 5515.755859 Iteration 30Q: 3 clusters Score -1.123921e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66990 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -11239203.000000 Penalty: 5515.755859 Iteration 31Q: 3 clusters Score -1.12392e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66989 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -11239200.000000 Penalty: 5515.755859 Iteration 32Q: 3 clusters Score -1.12392e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66988 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -11239193.000000 Penalty: 5515.755859 Iteration 33Q: 3 clusters Score -1.123919e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66988 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -11239194.000000 Penalty: 5515.755859 Iteration 34Q: 3 clusters Score -1.123919e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66990 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -11239200.000000 Penalty: 5515.755859 Iteration 35Q: 3 clusters Score -1.12392e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66991 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -11239205.000000 Penalty: 5515.755859 Iteration 36Q: 3 clusters Score -1.12392e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66991 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -11239205.000000 Penalty: 5515.755859 Iteration 37F: 3 clusters Score -1.12392e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1693 members Mstep: Class 5 contains 53281 members Mstep: Class 6 contains 95687 members Mstep: Class 7 contains 70572 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 74517 members Mstep: Class 11 contains 72680 members Mstep: Class 12 contains 5341 members Mstep: Class 13 contains 256 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44010 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 17845 members Mstep: Class 20 contains 6323 members Mstep: Class 21 contains 728 members Mstep: Class 22 contains 39388 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1165 members Mstep: Class 26 contains 27951 members Mstep: Class 27 contains 12621 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 67540 members Entering Unmasked Estep ConsiderDeletion Score: -106710416.000000 Penalty: 106312.351562 Iteration 79Q: 33 clusters Score -1.067104e+08 nChanged 10828 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 5824 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1700 members Mstep: Class 5 contains 54211 members Mstep: Class 6 contains 95577 members Mstep: Class 7 contains 70149 members Mstep: Class 8 contains 917 members Mstep: Class 9 contains 5030 members Mstep: Class 10 contains 74936 members Mstep: Class 11 contains 71616 members Mstep: Class 12 contains 5351 members Mstep: Class 13 contains 302 members Mstep: Class 14 contains 330 members Mstep: Class 15 contains 44604 members Mstep: Class 16 contains 2374 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18475 members Mstep: Class 20 contains 6015 members Mstep: Class 21 contains 733 members Mstep: Class 22 contains 39410 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 1138 members Mstep: Class 25 contains 16707 members Mstep: Class 26 contains 28129 members Mstep: Class 27 contains 12787 members Mstep: Class 28 contains 278 members Mstep: Class 29 contains 68098 members Mstep: Class 30 contains 21819 members Mstep: Class 31 contains 228 members Mstep: Class 32 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -106714808.000000 Penalty: 106312.351562 Iteration 80F: 33 clusters Score -1.067148e+08 nChanged 7839 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 5832 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1700 members Mstep: Class 5 contains 54971 members Mstep: Class 6 contains 95402 members Mstep: Class 7 contains 69734 members Mstep: Class 8 contains 887 members Mstep: Class 9 contains 5001 members Mstep: Class 10 contains 74495 members Mstep: Class 11 contains 70561 members Mstep: Class 12 contains 5338 members Mstep: Class 13 contains 333 members Mstep: Class 14 contains 329 members Mstep: Class 15 contains 44511 members Mstep: Class 16 contains 2378 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 18738 members Mstep: Class 20 contains 5825 members Mstep: Class 21 contains 737 members Mstep: Class 22 contains 39487 members Mstep: Class 23 contains 2991 members Mstep: Class 24 contains 1120 members Mstep: Class 25 contains 17401 members Mstep: Class 26 contains 28216 members Mstep: Class 27 contains 12711 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 68233 members Mstep: Class 30 contains 22298 members Mstep: Class 31 contains 235 members Mstep: Class 32 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -106717640.000000 Penalty: 106312.351562 Iteration 81Q: 33 clusters Score -1.067176e+08 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5836 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1698 members Mstep: Class 5 contains 55952 members Mstep: Class 6 contains 95292 members Mstep: Class 7 contains 69433 members Mstep: Class 8 contains 854 members Mstep: Class 9 contains 4985 members Mstep: Class 10 contains 74073 members Mstep: Class 11 contains 69489 members Mstep: Class 12 contains 5334 members Mstep: Class 13 contains 343 members Mstep: Class 14 contains 329 members Mstep: Class 15 contains 44480 members Mstep: Class 16 contains 2381 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 19053 members Mstep: Class 20 contains 5693 members Mstep: Class 21 contains 741 members Mstep: Class 22 contains 39524 members Mstep: Class 23 contains 2979 members Mstep: Class 24 contains 1114 members Mstep: Class 25 contains 17892 members Mstep: Class 26 contains 28278 members Mstep: Class 27 contains 12669 members Mstep: Class 28 contains 289 members Mstep: Class 29 contains 68248 members Mstep: Class 30 contains 22527 members Mstep: Class 31 contains 244 members Mstep: Class 32 contains 809 members Entering Unmasked Estep ConsiderDeletion Score: -106718656.000000 Penalty: 106312.351562 Iteration 82Q: 33 clusters Score -1.067187e+08 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5825 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 56946 members Mstep: Class 6 contains 95221 members Mstep: Class 7 contains 69188 members Mstep: Class 8 contains 817 members Mstep: Class 9 contains 4973 members Mstep: Class 10 contains 73677 members Mstep: Class 11 contains 68454 members Mstep: Class 12 contains 5331 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 331 members Mstep: Class 15 contains 44498 members Mstep: Class 16 contains 2383 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 19328 members Mstep: Class 20 contains 5605 members Mstep: Class 21 contains 753 members Mstep: Class 22 contains 39539 members Mstep: Class 23 contains 2966 members Mstep: Class 24 contains 1115 members Mstep: Class 25 contains 18329 members Mstep: Class 26 contains 28328 members Mstep: Class 27 contains 12646 members Mstep: Class 28 contains 286 members Mstep: Class 29 contains 68239 members Mstep: Class 30 contains 22631 members Mstep: Class 31 contains 247 members Mstep: Class 32 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -106719744.000000 Penalty: 106312.351562 Iteration 83Q: 33 clusters Score -1.067197e+08 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5817 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1698 members Mstep: Class 5 contains 57947 members Mstep: Class 6 contains 95158 members Mstep: Class 7 contains 68995 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 4965 members Mstep: Class 10 contains 73330 members Mstep: Class 11 contains 67440 members Mstep: Class 12 contains 5329 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44502 members Mstep: Class 16 contains 2388 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 19603 members Mstep: Class 20 contains 5548 members Mstep: Class 21 contains 773 members Mstep: Class 22 contains 39546 members Mstep: Class 23 contains 2953 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 18691 members Mstep: Class 26 contains 28363 members Mstep: Class 27 contains 12635 members Mstep: Class 28 contains 285 members Mstep: Class 29 contains 68179 members Mstep: Class 30 contains 22706 members Mstep: Class 31 contains 247 members Mstep: Class 32 contains 837 members Entering Unmasked Estep ConsiderDeletion Score: -106721272.000000 Penalty: 106312.351562 Iteration 84Q: 33 clusters Score -1.067213e+08 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 5812 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1698 members Mstep: Class 5 contains 58918 members Mstep: Class 6 contains 95127 members Mstep: Class 7 contains 68833 members Mstep: Class 8 contains 781 members Mstep: Class 9 contains 4961 members Mstep: Class 10 contains 73024 members Mstep: Class 11 contains 66503 members Mstep: Class 12 contains 5331 members Mstep: Class 13 contains 345 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 44495 members Mstep: Class 16 contains 2382 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 19805 members Mstep: Class 20 contains 5507 members Mstep: Class 21 contains 779 members Mstep: Class 22 contains 39529 members Mstep: Class 23 contains 2945 members Mstep: Class 24 contains 1120 members Mstep: Class 25 contains 18987 members Mstep: Class 26 contains 28392 members Mstep: Class 27 contains 12622 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 68147 members Mstep: Class 30 contains 22760 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106722016.000000 Penalty: 106312.351562 Iteration 85Q: 33 clusters Score -1.06722e+08 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 5810 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1699 members Mstep: Class 5 contains 59740 members Mstep: Class 6 contains 95109 members Mstep: Class 7 contains 68680 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4959 members Mstep: Class 10 contains 72746 members Mstep: Class 11 contains 65708 members Mstep: Class 12 contains 5328 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44499 members Mstep: Class 16 contains 2385 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 19967 members Mstep: Class 20 contains 5476 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39545 members Mstep: Class 23 contains 2942 members Mstep: Class 24 contains 1123 members Mstep: Class 25 contains 19227 members Mstep: Class 26 contains 28412 members Mstep: Class 27 contains 12612 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 68116 members Mstep: Class 30 contains 22809 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106722312.000000 Penalty: 106312.351562 Iteration 86Q: 33 clusters Score -1.067223e+08 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 5818 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 60448 members Mstep: Class 6 contains 95105 members Mstep: Class 7 contains 68567 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4955 members Mstep: Class 10 contains 72487 members Mstep: Class 11 contains 65037 members Mstep: Class 12 contains 5326 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44500 members Mstep: Class 16 contains 2388 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20078 members Mstep: Class 20 contains 5450 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39560 members Mstep: Class 23 contains 2938 members Mstep: Class 24 contains 1124 members Mstep: Class 25 contains 19440 members Mstep: Class 26 contains 28440 members Mstep: Class 27 contains 12609 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 68073 members Mstep: Class 30 contains 22848 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106722872.000000 Penalty: 106312.351562 Iteration 87Q: 33 clusters Score -1.067229e+08 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 5822 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 61061 members Mstep: Class 6 contains 95096 members Mstep: Class 7 contains 68491 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4956 members Mstep: Class 10 contains 72273 members Mstep: Class 11 contains 64428 members Mstep: Class 12 contains 5327 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44504 members Mstep: Class 16 contains 2383 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20165 members Mstep: Class 20 contains 5423 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39589 members Mstep: Class 23 contains 2934 members Mstep: Class 24 contains 1125 members Mstep: Class 25 contains 19623 members Mstep: Class 26 contains 28469 members Mstep: Class 27 contains 12604 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 68046 members Mstep: Class 30 contains 22868 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106722912.000000 Penalty: 106312.351562 Iteration 88Q: 33 clusters Score -1.067229e+08 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 5825 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 61569 members Mstep: Class 6 contains 95086 members Mstep: Class 7 contains 68428 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4948 members Mstep: Class 10 contains 72063 members Mstep: Class 11 contains 63936 members Mstep: Class 12 contains 5328 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44503 members Mstep: Class 16 contains 2382 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20251 members Mstep: Class 20 contains 5407 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39620 members Mstep: Class 23 contains 2932 members Mstep: Class 24 contains 1126 members Mstep: Class 25 contains 19796 members Mstep: Class 26 contains 28494 members Mstep: Class 27 contains 12599 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 68006 members Mstep: Class 30 contains 22887 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723040.000000 Penalty: 106312.351562 Iteration 89Q: 33 clusters Score -1.06723e+08 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5825 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 62021 members Mstep: Class 6 contains 95080 members Mstep: Class 7 contains 68381 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 71853 members Mstep: Class 11 contains 63525 members Mstep: Class 12 contains 5327 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44490 members Mstep: Class 16 contains 2386 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20332 members Mstep: Class 20 contains 5390 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39648 members Mstep: Class 23 contains 2926 members Mstep: Class 24 contains 1127 members Mstep: Class 25 contains 19941 members Mstep: Class 26 contains 28523 members Mstep: Class 27 contains 12600 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67966 members Mstep: Class 30 contains 22898 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723024.000000 Penalty: 106312.351562 Iteration 90Q: 33 clusters Score -1.06723e+08 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5830 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1697 members Mstep: Class 5 contains 62430 members Mstep: Class 6 contains 95072 members Mstep: Class 7 contains 68328 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4942 members Mstep: Class 10 contains 71662 members Mstep: Class 11 contains 63172 members Mstep: Class 12 contains 5326 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44478 members Mstep: Class 16 contains 2394 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20418 members Mstep: Class 20 contains 5380 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39677 members Mstep: Class 23 contains 2922 members Mstep: Class 24 contains 1128 members Mstep: Class 25 contains 20052 members Mstep: Class 26 contains 28537 members Mstep: Class 27 contains 12596 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67930 members Mstep: Class 30 contains 22910 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106722984.000000 Penalty: 106312.351562 Iteration 91Q: 33 clusters Score -1.06723e+08 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5834 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 62791 members Mstep: Class 6 contains 95068 members Mstep: Class 7 contains 68277 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4944 members Mstep: Class 10 contains 71488 members Mstep: Class 11 contains 62877 members Mstep: Class 12 contains 5325 members Mstep: Class 13 contains 347 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44481 members Mstep: Class 16 contains 2395 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20485 members Mstep: Class 20 contains 5371 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39706 members Mstep: Class 23 contains 2916 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20133 members Mstep: Class 26 contains 28555 members Mstep: Class 27 contains 12595 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67897 members Mstep: Class 30 contains 22915 members Mstep: Class 31 contains 248 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723000.000000 Penalty: 106312.351562 Iteration 92Q: 33 clusters Score -1.06723e+08 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5837 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 63108 members Mstep: Class 6 contains 95062 members Mstep: Class 7 contains 68247 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4940 members Mstep: Class 10 contains 71319 members Mstep: Class 11 contains 62645 members Mstep: Class 12 contains 5320 members Mstep: Class 13 contains 347 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44470 members Mstep: Class 16 contains 2402 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20536 members Mstep: Class 20 contains 5367 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39722 members Mstep: Class 23 contains 2913 members Mstep: Class 24 contains 1130 members Mstep: Class 25 contains 20207 members Mstep: Class 26 contains 28573 members Mstep: Class 27 contains 12594 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67867 members Mstep: Class 30 contains 22921 members Mstep: Class 31 contains 249 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723000.000000 Penalty: 106312.351562 Iteration 93Q: 33 clusters Score -1.06723e+08 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 5840 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 63366 members Mstep: Class 6 contains 95062 members Mstep: Class 7 contains 68215 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 71158 members Mstep: Class 11 contains 62449 members Mstep: Class 12 contains 5311 members Mstep: Class 13 contains 348 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44464 members Mstep: Class 16 contains 2406 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20584 members Mstep: Class 20 contains 5366 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39747 members Mstep: Class 23 contains 2908 members Mstep: Class 24 contains 1130 members Mstep: Class 25 contains 20283 members Mstep: Class 26 contains 28583 members Mstep: Class 27 contains 12595 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67845 members Mstep: Class 30 contains 22929 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723016.000000 Penalty: 106312.351562 Iteration 94Q: 33 clusters Score -1.06723e+08 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5840 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 63578 members Mstep: Class 6 contains 95060 members Mstep: Class 7 contains 68193 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4938 members Mstep: Class 10 contains 71050 members Mstep: Class 11 contains 62270 members Mstep: Class 12 contains 5308 members Mstep: Class 13 contains 349 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44455 members Mstep: Class 16 contains 2416 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20628 members Mstep: Class 20 contains 5364 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39770 members Mstep: Class 23 contains 2904 members Mstep: Class 24 contains 1130 members Mstep: Class 25 contains 20340 members Mstep: Class 26 contains 28592 members Mstep: Class 27 contains 12593 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67817 members Mstep: Class 30 contains 22934 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723160.000000 Penalty: 106312.351562 Iteration 95Q: 33 clusters Score -1.067232e+08 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 5841 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 63763 members Mstep: Class 6 contains 95055 members Mstep: Class 7 contains 68174 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70935 members Mstep: Class 11 contains 62124 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44442 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20672 members Mstep: Class 20 contains 5363 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39803 members Mstep: Class 23 contains 2902 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20388 members Mstep: Class 26 contains 28597 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67791 members Mstep: Class 30 contains 22943 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723152.000000 Penalty: 106312.351562 Iteration 96Q: 33 clusters Score -1.067232e+08 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 5842 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 63919 members Mstep: Class 6 contains 95042 members Mstep: Class 7 contains 68144 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70825 members Mstep: Class 11 contains 62016 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44430 members Mstep: Class 16 contains 2439 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20714 members Mstep: Class 20 contains 5363 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39829 members Mstep: Class 23 contains 2899 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20424 members Mstep: Class 26 contains 28610 members Mstep: Class 27 contains 12593 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67774 members Mstep: Class 30 contains 22944 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723344.000000 Penalty: 106312.351562 Iteration 97Q: 33 clusters Score -1.067233e+08 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 5843 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64054 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 68117 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4937 members Mstep: Class 10 contains 70724 members Mstep: Class 11 contains 61930 members Mstep: Class 12 contains 5306 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44420 members Mstep: Class 16 contains 2445 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20752 members Mstep: Class 20 contains 5363 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39847 members Mstep: Class 23 contains 2897 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20460 members Mstep: Class 26 contains 28623 members Mstep: Class 27 contains 12591 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67757 members Mstep: Class 30 contains 22946 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723200.000000 Penalty: 106312.351562 Iteration 98Q: 33 clusters Score -1.067232e+08 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 5842 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64182 members Mstep: Class 6 contains 95031 members Mstep: Class 7 contains 68096 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4941 members Mstep: Class 10 contains 70623 members Mstep: Class 11 contains 61864 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44402 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20782 members Mstep: Class 20 contains 5363 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39863 members Mstep: Class 23 contains 2894 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20481 members Mstep: Class 26 contains 28635 members Mstep: Class 27 contains 12593 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67744 members Mstep: Class 30 contains 22947 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723192.000000 Penalty: 106312.351562 Iteration 99Q: 33 clusters Score -1.067232e+08 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 5841 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64269 members Mstep: Class 6 contains 95031 members Mstep: Class 7 contains 68074 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 70533 members Mstep: Class 11 contains 61825 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44387 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20805 members Mstep: Class 20 contains 5363 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39889 members Mstep: Class 23 contains 2893 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20500 members Mstep: Class 26 contains 28651 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 284 members Mstep: Class 29 contains 67731 members Mstep: Class 30 contains 22953 members Mstep: Class 31 contains 250 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106723864.000000 Penalty: 106312.351562 Iteration 100F: 33 clusters Score -1.067239e+08 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 5837 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64330 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 68053 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4937 members Mstep: Class 10 contains 70472 members Mstep: Class 11 contains 61791 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 350 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44376 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20832 members Mstep: Class 20 contains 5362 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39910 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 20517 members Mstep: Class 26 contains 28664 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67711 members Mstep: Class 30 contains 22955 members Mstep: Class 31 contains 251 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724696.000000 Penalty: 106312.351562 Iteration 101Q: 33 clusters Score -1.067247e+08 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 5836 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64385 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 68031 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 70426 members Mstep: Class 11 contains 61758 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 351 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44366 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 20847 members Mstep: Class 20 contains 5362 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39923 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20526 members Mstep: Class 26 contains 28683 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 302 members Mstep: Class 29 contains 67696 members Mstep: Class 30 contains 22963 members Mstep: Class 31 contains 252 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724704.000000 Penalty: 106312.351562 Iteration 102Q: 33 clusters Score -1.067247e+08 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 5837 members Mstep: Class 3 contains 513 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64434 members Mstep: Class 6 contains 95031 members Mstep: Class 7 contains 68017 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 70394 members Mstep: Class 11 contains 61734 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44363 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 20862 members Mstep: Class 20 contains 5362 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39927 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20529 members Mstep: Class 26 contains 28689 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 301 members Mstep: Class 29 contains 67677 members Mstep: Class 30 contains 22970 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724696.000000 Penalty: 106312.351562 Iteration 103Q: 33 clusters Score -1.067247e+08 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 5835 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64480 members Mstep: Class 6 contains 95031 members Mstep: Class 7 contains 68008 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 70363 members Mstep: Class 11 contains 61705 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44361 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 20877 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39936 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20533 members Mstep: Class 26 contains 28694 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67667 members Mstep: Class 30 contains 22971 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724720.000000 Penalty: 106312.351562 Iteration 104Q: 33 clusters Score -1.067247e+08 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 5833 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64523 members Mstep: Class 6 contains 95032 members Mstep: Class 7 contains 68003 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4937 members Mstep: Class 10 contains 70338 members Mstep: Class 11 contains 61683 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44355 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20886 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39940 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20536 members Mstep: Class 26 contains 28699 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67659 members Mstep: Class 30 contains 22972 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724712.000000 Penalty: 106312.351562 Iteration 105Q: 33 clusters Score -1.067247e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 5835 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64562 members Mstep: Class 6 contains 95031 members Mstep: Class 7 contains 67996 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70308 members Mstep: Class 11 contains 61668 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44353 members Mstep: Class 16 contains 2474 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20894 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39942 members Mstep: Class 23 contains 2891 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20542 members Mstep: Class 26 contains 28698 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67650 members Mstep: Class 30 contains 22973 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724720.000000 Penalty: 106312.351562 Iteration 106Q: 33 clusters Score -1.067247e+08 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 5836 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64605 members Mstep: Class 6 contains 95032 members Mstep: Class 7 contains 67990 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4937 members Mstep: Class 10 contains 70274 members Mstep: Class 11 contains 61657 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44348 members Mstep: Class 16 contains 2478 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20907 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39937 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20548 members Mstep: Class 26 contains 28695 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67636 members Mstep: Class 30 contains 22976 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724816.000000 Penalty: 106312.351562 Iteration 107Q: 33 clusters Score -1.067248e+08 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 5834 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64632 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67983 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70247 members Mstep: Class 11 contains 61647 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44347 members Mstep: Class 16 contains 2477 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20921 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39942 members Mstep: Class 23 contains 2892 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20554 members Mstep: Class 26 contains 28695 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67627 members Mstep: Class 30 contains 22975 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724840.000000 Penalty: 106312.351562 Iteration 108Q: 33 clusters Score -1.067248e+08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 5838 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64668 members Mstep: Class 6 contains 95032 members Mstep: Class 7 contains 67977 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70223 members Mstep: Class 11 contains 61633 members Mstep: Class 12 contains 5304 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44344 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20926 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39939 members Mstep: Class 23 contains 2891 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20560 members Mstep: Class 26 contains 28697 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67623 members Mstep: Class 30 contains 22977 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724904.000000 Penalty: 106312.351562 Iteration 109Q: 33 clusters Score -1.067249e+08 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5839 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64703 members Mstep: Class 6 contains 95033 members Mstep: Class 7 contains 67974 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70201 members Mstep: Class 11 contains 61618 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44342 members Mstep: Class 16 contains 2482 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20931 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39938 members Mstep: Class 23 contains 2888 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20569 members Mstep: Class 26 contains 28696 members Mstep: Class 27 contains 12591 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67618 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724912.000000 Penalty: 106312.351562 Iteration 110Q: 33 clusters Score -1.067249e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5842 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64722 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 67971 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70188 members Mstep: Class 11 contains 61610 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44339 members Mstep: Class 16 contains 2481 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20941 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39936 members Mstep: Class 23 contains 2889 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20573 members Mstep: Class 26 contains 28700 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67609 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724848.000000 Penalty: 106312.351562 Iteration 111Q: 33 clusters Score -1.067248e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5843 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64733 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 67967 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70180 members Mstep: Class 11 contains 61606 members Mstep: Class 12 contains 5302 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44335 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20950 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39935 members Mstep: Class 23 contains 2888 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20575 members Mstep: Class 26 contains 28703 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67604 members Mstep: Class 30 contains 22980 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724872.000000 Penalty: 106312.351562 Iteration 112Q: 33 clusters Score -1.067249e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 5843 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64741 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67966 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70175 members Mstep: Class 11 contains 61602 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44335 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20958 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39934 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20577 members Mstep: Class 26 contains 28703 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67597 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724912.000000 Penalty: 106312.351562 Iteration 113Q: 33 clusters Score -1.067249e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64749 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67965 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70168 members Mstep: Class 11 contains 61600 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44331 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20962 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39931 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20580 members Mstep: Class 26 contains 28706 members Mstep: Class 27 contains 12593 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67592 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724872.000000 Penalty: 106312.351562 Iteration 114Q: 33 clusters Score -1.067249e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64753 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67963 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70161 members Mstep: Class 11 contains 61601 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44329 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20963 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20583 members Mstep: Class 26 contains 28707 members Mstep: Class 27 contains 12593 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67593 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724848.000000 Penalty: 106312.351562 Iteration 115Q: 33 clusters Score -1.067248e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64759 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67961 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70156 members Mstep: Class 11 contains 61596 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44329 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20964 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20587 members Mstep: Class 26 contains 28711 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67591 members Mstep: Class 30 contains 22978 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724912.000000 Penalty: 106312.351562 Iteration 116Q: 33 clusters Score -1.067249e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64765 members Mstep: Class 6 contains 95038 members Mstep: Class 7 contains 67962 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70152 members Mstep: Class 11 contains 61593 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44329 members Mstep: Class 16 contains 2475 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20966 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39930 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20587 members Mstep: Class 26 contains 28714 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67589 members Mstep: Class 30 contains 22977 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724880.000000 Penalty: 106312.351562 Iteration 117Q: 33 clusters Score -1.067249e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64769 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67961 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70146 members Mstep: Class 11 contains 61589 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44328 members Mstep: Class 16 contains 2473 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20971 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39930 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20593 members Mstep: Class 26 contains 28715 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67587 members Mstep: Class 30 contains 22978 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724872.000000 Penalty: 106312.351562 Iteration 118Q: 33 clusters Score -1.067249e+08 nChanged 25 Entering ConstructFrom: Score: -106724872.000000 Penalty: 106312.351562 Entering ConstructFrom: Trying to split cluster 1 (2353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Entering Unmasked Estep Score: -369834.250000 Penalty: 1925.334717 Iteration 0F: 2 clusters Score -369834.2 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 1126 members Entering Unmasked Estep Score: -366995.531250 Penalty: 3850.669434 Iteration 0F: 3 clusters Score -366995.5 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -367489.250000 Penalty: 3850.669434 Iteration 1F: 3 clusters Score -367489.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -367644.875000 Penalty: 3850.669434 Iteration 2F: 3 clusters Score -367644.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -367799.562500 Penalty: 3850.669434 Iteration 3F: 3 clusters Score -367799.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -367938.937500 Penalty: 3850.669434 Iteration 4Q: 3 clusters Score -367938.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -368120.156250 Penalty: 3850.669434 Iteration 5F: 3 clusters Score -368120.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -368335.468750 Penalty: 3850.669434 Iteration 6F: 3 clusters Score -368335.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -368570.437500 Penalty: 3850.669434 Iteration 7F: 3 clusters Score -368570.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -368746.875000 Penalty: 3850.669434 Iteration 8Q: 3 clusters Score -368746.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -368911.968750 Penalty: 3850.669434 Iteration 9Q: 3 clusters Score -368912 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -369093.593750 Penalty: 3850.669434 Iteration 10Q: 3 clusters Score -369093.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -369199.781250 Penalty: 3850.669434 Iteration 11Q: 3 clusters Score -369199.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -369255.000000 Penalty: 3850.669434 Iteration 12Q: 3 clusters Score -369255 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -369288.125000 Penalty: 3850.669434 Iteration 13Q: 3 clusters Score -369288.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -369301.718750 Penalty: 3850.669434 Iteration 14Q: 3 clusters Score -369301.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -369311.875000 Penalty: 3850.669434 Iteration 15Q: 3 clusters Score -369311.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -369315.875000 Penalty: 3850.669434 Iteration 16Q: 3 clusters Score -369315.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -369319.406250 Penalty: 3850.669434 Iteration 17Q: 3 clusters Score -369319.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -369323.812500 Penalty: 3850.669434 Iteration 18Q: 3 clusters Score -369323.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -369327.968750 Penalty: 3850.669434 Iteration 19Q: 3 clusters Score -369328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -369330.843750 Penalty: 3850.669434 Iteration 20F: 3 clusters Score -369330.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -369333.718750 Penalty: 3850.669434 Iteration 21Q: 3 clusters Score -369333.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -369339.156250 Penalty: 3850.669434 Iteration 22Q: 3 clusters Score -369339.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -369347.500000 Penalty: 3850.669434 Iteration 23Q: 3 clusters Score -369347.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -369350.968750 Penalty: 3850.669434 Iteration 24Q: 3 clusters Score -369351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -369354.125000 Penalty: 3850.669434 Iteration 25Q: 3 clusters Score -369354.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -369357.687500 Penalty: 3850.669434 Iteration 26Q: 3 clusters Score -369357.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -369359.187500 Penalty: 3850.669434 Iteration 27Q: 3 clusters Score -369359.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -369359.250000 Penalty: 3850.669434 Iteration 28Q: 3 clusters Score -369359.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -369359.250000 Penalty: 3850.669434 Iteration 29F: 3 clusters Score -369359.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Entering Unmasked Estep Score: -955316.875000 Penalty: 2150.946533 Iteration 0F: 2 clusters Score -955316.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -950211.125000 Penalty: 4301.893066 Iteration 0F: 3 clusters Score -950211.1 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -951444.625000 Penalty: 4301.893066 Iteration 1F: 3 clusters Score -951444.6 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -951708.625000 Penalty: 4301.893066 Iteration 2F: 3 clusters Score -951708.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -951929.187500 Penalty: 4301.893066 Iteration 3F: 3 clusters Score -951929.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -952164.812500 Penalty: 4301.893066 Iteration 4F: 3 clusters Score -952164.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -952409.312500 Penalty: 4301.893066 Iteration 5F: 3 clusters Score -952409.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -952647.875000 Penalty: 4301.893066 Iteration 6F: 3 clusters Score -952647.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -952861.125000 Penalty: 4301.893066 Iteration 7Q: 3 clusters Score -952861.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -953047.000000 Penalty: 4301.893066 Iteration 8Q: 3 clusters Score -953047 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -953211.625000 Penalty: 4301.893066 Iteration 9Q: 3 clusters Score -953211.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -953329.937500 Penalty: 4301.893066 Iteration 10Q: 3 clusters Score -953329.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -953409.687500 Penalty: 4301.893066 Iteration 11Q: 3 clusters Score -953409.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -953477.625000 Penalty: 4301.893066 Iteration 12Q: 3 clusters Score -953477.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -953536.250000 Penalty: 4301.893066 Iteration 13Q: 3 clusters Score -953536.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -953589.875000 Penalty: 4301.893066 Iteration 14Q: 3 clusters Score -953589.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -953626.687500 Penalty: 4301.893066 Iteration 15Q: 3 clusters Score -953626.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -953658.062500 Penalty: 4301.893066 Iteration 16Q: 3 clusters Score -953658.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -953692.625000 Penalty: 4301.893066 Iteration 17Q: 3 clusters Score -953692.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -953717.250000 Penalty: 4301.893066 Iteration 18Q: 3 clusters Score -953717.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -953733.687500 Penalty: 4301.893066 Iteration 19Q: 3 clusters Score -953733.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -953739.312500 Penalty: 4301.893066 Iteration 20F: 3 clusters Score -953739.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -953746.312500 Penalty: 4301.893066 Iteration 21Q: 3 clusters Score -953746.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -953753.000000 Penalty: 4301.893066 Iteration 22Q: 3 clusters Score -953753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -953758.250000 Penalty: 4301.893066 Iteration 23Q: 3 clusters Score -953758.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -953765.625000 Penalty: 4301.893066 Iteration 24Q: 3 clusters Score -953765.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -953771.312500 Penalty: 4301.893066 Iteration 25Q: 3 clusters Score -953771.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -953776.937500 Penalty: 4301.893066 Iteration 26Q: 3 clusters Score -953776.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -953780.937500 Penalty: 4301.893066 Iteration 27Q: 3 clusters Score -953780.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -953785.937500 Penalty: 4301.893066 Iteration 28Q: 3 clusters Score -953785.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -953786.000000 Penalty: 4301.893066 Iteration 29Q: 3 clusters Score -953786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -953784.875000 Penalty: 4301.893066 Iteration 30Q: 3 clusters Score -953784.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -953784.875000 Penalty: 4301.893066 Iteration 31F: 3 clusters Score -953784.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -74567.875000 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -74567.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -73088.093750 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -73088.09 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -73315.390625 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -73315.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -73418.703125 Penalty: 3099.987793 Iteration 2F: 3 clusters Score -73418.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -73475.437500 Penalty: 3099.987793 Iteration 3Q: 3 clusters Score -73475.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -73523.640625 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -73523.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -73552.781250 Penalty: 3099.987793 Iteration 5Q: 3 clusters Score -73552.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -73600.890625 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -73600.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -73651.742188 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -73651.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -73704.429688 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -73704.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -73775.843750 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -73775.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -73862.875000 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -73862.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -73924.109375 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -73924.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -73965.468750 Penalty: 3099.987793 Iteration 12Q: 3 clusters Score -73965.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -74046.046875 Penalty: 3099.987793 Iteration 13Q: 3 clusters Score -74046.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -74136.914062 Penalty: 3099.987793 Iteration 14Q: 3 clusters Score -74136.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -74192.414062 Penalty: 3099.987793 Iteration 15Q: 3 clusters Score -74192.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -74207.812500 Penalty: 3099.987793 Iteration 16Q: 3 clusters Score -74207.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -74210.625000 Penalty: 3099.987793 Iteration 17Q: 3 clusters Score -74210.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -74210.625000 Penalty: 3099.987793 Iteration 18F: 3 clusters Score -74210.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Entering Unmasked Estep Score: -266862.812500 Penalty: 1843.988647 Iteration 0F: 2 clusters Score -266862.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -264478.625000 Penalty: 3687.977295 Iteration 0F: 3 clusters Score -264478.6 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -264955.343750 Penalty: 3687.977295 Iteration 1F: 3 clusters Score -264955.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -265129.031250 Penalty: 3687.977295 Iteration 2F: 3 clusters Score -265129 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -265236.031250 Penalty: 3687.977295 Iteration 3F: 3 clusters Score -265236 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -265316.406250 Penalty: 3687.977295 Iteration 4Q: 3 clusters Score -265316.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -265412.093750 Penalty: 3687.977295 Iteration 5Q: 3 clusters Score -265412.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -265466.406250 Penalty: 3687.977295 Iteration 6Q: 3 clusters Score -265466.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -265492.562500 Penalty: 3687.977295 Iteration 7Q: 3 clusters Score -265492.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -265506.718750 Penalty: 3687.977295 Iteration 8Q: 3 clusters Score -265506.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -265518.437500 Penalty: 3687.977295 Iteration 9Q: 3 clusters Score -265518.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -265531.906250 Penalty: 3687.977295 Iteration 10Q: 3 clusters Score -265531.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -265543.187500 Penalty: 3687.977295 Iteration 11Q: 3 clusters Score -265543.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -265550.937500 Penalty: 3687.977295 Iteration 12Q: 3 clusters Score -265550.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -265555.000000 Penalty: 3687.977295 Iteration 13Q: 3 clusters Score -265555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -265558.875000 Penalty: 3687.977295 Iteration 14Q: 3 clusters Score -265558.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -265562.093750 Penalty: 3687.977295 Iteration 15Q: 3 clusters Score -265562.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -265566.062500 Penalty: 3687.977295 Iteration 16Q: 3 clusters Score -265566.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -265569.906250 Penalty: 3687.977295 Iteration 17Q: 3 clusters Score -265569.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -265578.718750 Penalty: 3687.977295 Iteration 18Q: 3 clusters Score -265578.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -265590.156250 Penalty: 3687.977295 Iteration 19Q: 3 clusters Score -265590.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -265595.531250 Penalty: 3687.977295 Iteration 20F: 3 clusters Score -265595.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -265601.562500 Penalty: 3687.977295 Iteration 21Q: 3 clusters Score -265601.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -265607.000000 Penalty: 3687.977295 Iteration 22Q: 3 clusters Score -265607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -265609.781250 Penalty: 3687.977295 Iteration 23Q: 3 clusters Score -265609.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -265613.875000 Penalty: 3687.977295 Iteration 24Q: 3 clusters Score -265613.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -265624.437500 Penalty: 3687.977295 Iteration 25Q: 3 clusters Score -265624.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -265636.437500 Penalty: 3687.977295 Iteration 26Q: 3 clusters Score -265636.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -265645.031250 Penalty: 3687.977295 Iteration 27Q: 3 clusters Score -265645 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -265654.437500 Penalty: 3687.977295 Iteration 28Q: 3 clusters Score -265654.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -265663.562500 Penalty: 3687.977295 Iteration 29Q: 3 clusters Score -265663.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -265673.812500 Penalty: 3687.977295 Iteration 30Q: 3 clusters Score -265673.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -265685.000000 Penalty: 3687.977295 Iteration 31Q: 3 clusters Score -265685 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -265690.906250 Penalty: 3687.977295 Iteration 32Q: 3 clusters Score -265690.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -265701.968750 Penalty: 3687.977295 Iteration 33Q: 3 clusters Score -265702 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -265712.281250 Penalty: 3687.977295 Iteration 34Q: 3 clusters Score -265712.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -265726.031250 Penalty: 3687.977295 Iteration 35Q: 3 clusters Score -265726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -265735.093750 Penalty: 3687.977295 Iteration 36Q: 3 clusters Score -265735.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -265745.187500 Penalty: 3687.977295 Iteration 37Q: 3 clusters Score -265745.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -265757.656250 Penalty: 3687.977295 Iteration 38Q: 3 clusters Score -265757.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -265767.187500 Penalty: 3687.977295 Iteration 39Q: 3 clusters Score -265767.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -265778.281250 Penalty: 3687.977295 Iteration 40F: 3 clusters Score -265778.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -265785.406250 Penalty: 3687.977295 Iteration 41Q: 3 clusters Score -265785.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -265789.937500 Penalty: 3687.977295 Iteration 42Q: 3 clusters Score -265789.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -265799.562500 Penalty: 3687.977295 Iteration 43Q: 3 clusters Score -265799.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -265820.843750 Penalty: 3687.977295 Iteration 44Q: 3 clusters Score -265820.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -265835.343750 Penalty: 3687.977295 Iteration 45Q: 3 clusters Score -265835.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -265856.500000 Penalty: 3687.977295 Iteration 46Q: 3 clusters Score -265856.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -265876.437500 Penalty: 3687.977295 Iteration 47Q: 3 clusters Score -265876.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -265891.593750 Penalty: 3687.977295 Iteration 48Q: 3 clusters Score -265891.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -265901.750000 Penalty: 3687.977295 Iteration 49Q: 3 clusters Score -265901.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -265913.281250 Penalty: 3687.977295 Iteration 50Q: 3 clusters Score -265913.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -265932.000000 Penalty: 3687.977295 Iteration 51Q: 3 clusters Score -265932 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -265942.125000 Penalty: 3687.977295 Iteration 52Q: 3 clusters Score -265942.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -265952.250000 Penalty: 3687.977295 Iteration 53Q: 3 clusters Score -265952.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -265963.968750 Penalty: 3687.977295 Iteration 54Q: 3 clusters Score -265964 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -265976.531250 Penalty: 3687.977295 Iteration 55Q: 3 clusters Score -265976.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -265981.281250 Penalty: 3687.977295 Iteration 56Q: 3 clusters Score -265981.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -265987.062500 Penalty: 3687.977295 Iteration 57Q: 3 clusters Score -265987.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -265991.062500 Penalty: 3687.977295 Iteration 58Q: 3 clusters Score -265991.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -265992.625000 Penalty: 3687.977295 Iteration 59Q: 3 clusters Score -265992.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -265994.437500 Penalty: 3687.977295 Iteration 60F: 3 clusters Score -265994.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -265996.406250 Penalty: 3687.977295 Iteration 61Q: 3 clusters Score -265996.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -266001.406250 Penalty: 3687.977295 Iteration 62Q: 3 clusters Score -266001.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -266002.250000 Penalty: 3687.977295 Iteration 63Q: 3 clusters Score -266002.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -266003.843750 Penalty: 3687.977295 Iteration 64Q: 3 clusters Score -266003.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -266005.531250 Penalty: 3687.977295 Iteration 65Q: 3 clusters Score -266005.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -266005.531250 Penalty: 3687.977295 Iteration 66F: 3 clusters Score -266005.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (64772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64772 members Entering Unmasked Estep Score: -10875475.000000 Penalty: 2747.500000 Iteration 0F: 2 clusters Score -1.087548e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32371 members Mstep: Class 2 contains 32401 members Entering Unmasked Estep Score: -10834275.000000 Penalty: 5495.000000 Iteration 0F: 3 clusters Score -1.083428e+07 nChanged 30129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32544 members Mstep: Class 2 contains 32228 members Entering Unmasked Estep Score: -10850982.000000 Penalty: 5495.000000 Iteration 1F: 3 clusters Score -1.085098e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32723 members Mstep: Class 2 contains 32049 members Entering Unmasked Estep Score: -10851507.000000 Penalty: 5495.000000 Iteration 2Q: 3 clusters Score -1.085151e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33020 members Mstep: Class 2 contains 31752 members Entering Unmasked Estep Score: -10852070.000000 Penalty: 5495.000000 Iteration 3Q: 3 clusters Score -1.085207e+07 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33386 members Mstep: Class 2 contains 31386 members Entering Unmasked Estep Score: -10852517.000000 Penalty: 5495.000000 Iteration 4Q: 3 clusters Score -1.085252e+07 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33904 members Mstep: Class 2 contains 30868 members Entering Unmasked Estep Score: -10853040.000000 Penalty: 5495.000000 Iteration 5Q: 3 clusters Score -1.085304e+07 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34579 members Mstep: Class 2 contains 30193 members Entering Unmasked Estep Score: -10853623.000000 Penalty: 5495.000000 Iteration 6Q: 3 clusters Score -1.085362e+07 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35509 members Mstep: Class 2 contains 29263 members Entering Unmasked Estep Score: -10854331.000000 Penalty: 5495.000000 Iteration 7Q: 3 clusters Score -1.085433e+07 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36750 members Mstep: Class 2 contains 28022 members Entering Unmasked Estep Score: -10855139.000000 Penalty: 5495.000000 Iteration 8Q: 3 clusters Score -1.085514e+07 nChanged 2713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38291 members Mstep: Class 2 contains 26481 members Entering Unmasked Estep Score: -10856402.000000 Penalty: 5495.000000 Iteration 9Q: 3 clusters Score -1.08564e+07 nChanged 3075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40112 members Mstep: Class 2 contains 24660 members Entering Unmasked Estep Score: -10858395.000000 Penalty: 5495.000000 Iteration 10Q: 3 clusters Score -1.08584e+07 nChanged 3438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42036 members Mstep: Class 2 contains 22736 members Entering Unmasked Estep Score: -10860931.000000 Penalty: 5495.000000 Iteration 11F: 3 clusters Score -1.086093e+07 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43665 members Mstep: Class 2 contains 21107 members Entering Unmasked Estep Score: -10863405.000000 Penalty: 5495.000000 Iteration 12F: 3 clusters Score -1.08634e+07 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44923 members Mstep: Class 2 contains 19849 members Entering Unmasked Estep Score: -10864988.000000 Penalty: 5495.000000 Iteration 13Q: 3 clusters Score -1.086499e+07 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46002 members Mstep: Class 2 contains 18770 members Entering Unmasked Estep Score: -10865788.000000 Penalty: 5495.000000 Iteration 14Q: 3 clusters Score -1.086579e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47017 members Mstep: Class 2 contains 17755 members Entering Unmasked Estep Score: -10866178.000000 Penalty: 5495.000000 Iteration 15Q: 3 clusters Score -1.086618e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48026 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -10866616.000000 Penalty: 5495.000000 Iteration 16Q: 3 clusters Score -1.086662e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49068 members Mstep: Class 2 contains 15704 members Entering Unmasked Estep Score: -10866912.000000 Penalty: 5495.000000 Iteration 17Q: 3 clusters Score -1.086691e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50157 members Mstep: Class 2 contains 14615 members Entering Unmasked Estep Score: -10867158.000000 Penalty: 5495.000000 Iteration 18Q: 3 clusters Score -1.086716e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51349 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -10867519.000000 Penalty: 5495.000000 Iteration 19Q: 3 clusters Score -1.086752e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52658 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -10867903.000000 Penalty: 5495.000000 Iteration 20F: 3 clusters Score -1.08679e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54024 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -10868450.000000 Penalty: 5495.000000 Iteration 21Q: 3 clusters Score -1.086845e+07 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55388 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -10868883.000000 Penalty: 5495.000000 Iteration 22Q: 3 clusters Score -1.086888e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56747 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -10869388.000000 Penalty: 5495.000000 Iteration 23Q: 3 clusters Score -1.086939e+07 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58076 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -10869916.000000 Penalty: 5495.000000 Iteration 24Q: 3 clusters Score -1.086992e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59339 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -10870489.000000 Penalty: 5495.000000 Iteration 25Q: 3 clusters Score -1.087049e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60497 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -10870995.000000 Penalty: 5495.000000 Iteration 26Q: 3 clusters Score -1.0871e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61507 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -10871534.000000 Penalty: 5495.000000 Iteration 27Q: 3 clusters Score -1.087153e+07 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62382 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -10871925.000000 Penalty: 5495.000000 Iteration 28Q: 3 clusters Score -1.087192e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63052 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -10872256.000000 Penalty: 5495.000000 Iteration 29Q: 3 clusters Score -1.087226e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63536 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -10872551.000000 Penalty: 5495.000000 Iteration 30Q: 3 clusters Score -1.087255e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63846 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -10872757.000000 Penalty: 5495.000000 Iteration 31Q: 3 clusters Score -1.087276e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64020 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -10872853.000000 Penalty: 5495.000000 Iteration 32Q: 3 clusters Score -1.087285e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64124 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -10872924.000000 Penalty: 5495.000000 Iteration 33Q: 3 clusters Score -1.087292e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64186 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -10872981.000000 Penalty: 5495.000000 Iteration 34Q: 3 clusters Score -1.087298e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64226 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -10873019.000000 Penalty: 5495.000000 Iteration 35Q: 3 clusters Score -1.087302e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64258 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -10873031.000000 Penalty: 5495.000000 Iteration 36Q: 3 clusters Score -1.087303e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64278 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -10873046.000000 Penalty: 5495.000000 Iteration 37Q: 3 clusters Score -1.087305e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64290 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -10873075.000000 Penalty: 5495.000000 Iteration 38Q: 3 clusters Score -1.087308e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64305 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -10873072.000000 Penalty: 5495.000000 Iteration 39Q: 3 clusters Score -1.087307e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64320 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -10873093.000000 Penalty: 5495.000000 Iteration 40F: 3 clusters Score -1.087309e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64333 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -10873108.000000 Penalty: 5495.000000 Iteration 41Q: 3 clusters Score -1.087311e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64340 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -10873131.000000 Penalty: 5495.000000 Iteration 42Q: 3 clusters Score -1.087313e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64347 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -10873137.000000 Penalty: 5495.000000 Iteration 43Q: 3 clusters Score -1.087314e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64347 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -10873137.000000 Penalty: 5495.000000 Iteration 44Q: 3 clusters Score -1.087314e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64351 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -10873134.000000 Penalty: 5495.000000 Iteration 45Q: 3 clusters Score -1.087313e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64352 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -10873137.000000 Penalty: 5495.000000 Iteration 46Q: 3 clusters Score -1.087314e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64352 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -10873137.000000 Penalty: 5495.000000 Iteration 47F: 3 clusters Score -1.087314e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (95039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95039 members Entering Unmasked Estep Score: -15960615.000000 Penalty: 2842.586670 Iteration 0F: 2 clusters Score -1.596062e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47633 members Mstep: Class 2 contains 47406 members Entering Unmasked Estep Score: -15908947.000000 Penalty: 5685.173340 Iteration 0F: 3 clusters Score -1.590895e+07 nChanged 44873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49856 members Mstep: Class 2 contains 45183 members Entering Unmasked Estep Score: -15934478.000000 Penalty: 5685.173340 Iteration 1F: 3 clusters Score -1.593448e+07 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51486 members Mstep: Class 2 contains 43553 members Entering Unmasked Estep Score: -15935472.000000 Penalty: 5685.173340 Iteration 2Q: 3 clusters Score -1.593547e+07 nChanged 4088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53908 members Mstep: Class 2 contains 41131 members Entering Unmasked Estep Score: -15936795.000000 Penalty: 5685.173340 Iteration 3Q: 3 clusters Score -1.59368e+07 nChanged 4898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57382 members Mstep: Class 2 contains 37657 members Entering Unmasked Estep Score: -15938839.000000 Penalty: 5685.173340 Iteration 4F: 3 clusters Score -1.593884e+07 nChanged 5735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61897 members Mstep: Class 2 contains 33142 members Entering Unmasked Estep Score: -15941390.000000 Penalty: 5685.173340 Iteration 5F: 3 clusters Score -1.594139e+07 nChanged 6478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67323 members Mstep: Class 2 contains 27716 members Entering Unmasked Estep Score: -15944734.000000 Penalty: 5685.173340 Iteration 6F: 3 clusters Score -1.594473e+07 nChanged 6398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73035 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -15947930.000000 Penalty: 5685.173340 Iteration 7F: 3 clusters Score -1.594793e+07 nChanged 5827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78544 members Mstep: Class 2 contains 16495 members Entering Unmasked Estep Score: -15950926.000000 Penalty: 5685.173340 Iteration 8F: 3 clusters Score -1.595093e+07 nChanged 5052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83494 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -15953357.000000 Penalty: 5685.173340 Iteration 9F: 3 clusters Score -1.595336e+07 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87526 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -15955274.000000 Penalty: 5685.173340 Iteration 10Q: 3 clusters Score -1.595527e+07 nChanged 2936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90452 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -15956622.000000 Penalty: 5685.173340 Iteration 11Q: 3 clusters Score -1.595662e+07 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92466 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -15957401.000000 Penalty: 5685.173340 Iteration 12Q: 3 clusters Score -1.59574e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93591 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -15957838.000000 Penalty: 5685.173340 Iteration 13Q: 3 clusters Score -1.595784e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94128 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -15957993.000000 Penalty: 5685.173340 Iteration 14Q: 3 clusters Score -1.595799e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94377 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -15958118.000000 Penalty: 5685.173340 Iteration 15Q: 3 clusters Score -1.595812e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94493 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -15958181.000000 Penalty: 5685.173340 Iteration 16Q: 3 clusters Score -1.595818e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94556 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -15958227.000000 Penalty: 5685.173340 Iteration 17Q: 3 clusters Score -1.595823e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94609 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -15958247.000000 Penalty: 5685.173340 Iteration 18Q: 3 clusters Score -1.595825e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94637 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -15958271.000000 Penalty: 5685.173340 Iteration 19Q: 3 clusters Score -1.595827e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94664 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -15958272.000000 Penalty: 5685.173340 Iteration 20F: 3 clusters Score -1.595827e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94673 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -15958297.000000 Penalty: 5685.173340 Iteration 21Q: 3 clusters Score -1.59583e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94678 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -15958308.000000 Penalty: 5685.173340 Iteration 22Q: 3 clusters Score -1.595831e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94685 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -15958319.000000 Penalty: 5685.173340 Iteration 23Q: 3 clusters Score -1.595832e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94687 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -15958327.000000 Penalty: 5685.173340 Iteration 24Q: 3 clusters Score -1.595833e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94692 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -15958320.000000 Penalty: 5685.173340 Iteration 25Q: 3 clusters Score -1.595832e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94698 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -15958323.000000 Penalty: 5685.173340 Iteration 26Q: 3 clusters Score -1.595832e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94704 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -15958332.000000 Penalty: 5685.173340 Iteration 27Q: 3 clusters Score -1.595833e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94708 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -15958330.000000 Penalty: 5685.173340 Iteration 28Q: 3 clusters Score -1.595833e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94709 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -15958336.000000 Penalty: 5685.173340 Iteration 29Q: 3 clusters Score -1.595834e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94711 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -15958340.000000 Penalty: 5685.173340 Iteration 30Q: 3 clusters Score -1.595834e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94713 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -15958330.000000 Penalty: 5685.173340 Iteration 31Q: 3 clusters Score -1.595833e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94714 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -15958326.000000 Penalty: 5685.173340 Iteration 32Q: 3 clusters Score -1.595833e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94714 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -15958326.000000 Penalty: 5685.173340 Iteration 33F: 3 clusters Score -1.595833e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (67960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67960 members Entering Unmasked Estep Score: -11269008.000000 Penalty: 2759.415283 Iteration 0F: 2 clusters Score -1.126901e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34067 members Mstep: Class 2 contains 33893 members Entering Unmasked Estep Score: -11224017.000000 Penalty: 5518.830566 Iteration 0F: 3 clusters Score -1.122402e+07 nChanged 31771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33998 members Mstep: Class 2 contains 33962 members Entering Unmasked Estep Score: -11241983.000000 Penalty: 5518.830566 Iteration 1F: 3 clusters Score -1.124198e+07 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33748 members Mstep: Class 2 contains 34212 members Entering Unmasked Estep Score: -11242898.000000 Penalty: 5518.830566 Iteration 2Q: 3 clusters Score -1.12429e+07 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33334 members Mstep: Class 2 contains 34626 members Entering Unmasked Estep Score: -11243778.000000 Penalty: 5518.830566 Iteration 3Q: 3 clusters Score -1.124378e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32764 members Mstep: Class 2 contains 35196 members Entering Unmasked Estep Score: -11244781.000000 Penalty: 5518.830566 Iteration 4Q: 3 clusters Score -1.124478e+07 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31961 members Mstep: Class 2 contains 35999 members Entering Unmasked Estep Score: -11245792.000000 Penalty: 5518.830566 Iteration 5Q: 3 clusters Score -1.124579e+07 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30924 members Mstep: Class 2 contains 37036 members Entering Unmasked Estep Score: -11246923.000000 Penalty: 5518.830566 Iteration 6Q: 3 clusters Score -1.124692e+07 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29649 members Mstep: Class 2 contains 38311 members Entering Unmasked Estep Score: -11248080.000000 Penalty: 5518.830566 Iteration 7Q: 3 clusters Score -1.124808e+07 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28208 members Mstep: Class 2 contains 39752 members Entering Unmasked Estep Score: -11249012.000000 Penalty: 5518.830566 Iteration 8Q: 3 clusters Score -1.124901e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26547 members Mstep: Class 2 contains 41413 members Entering Unmasked Estep Score: -11250046.000000 Penalty: 5518.830566 Iteration 9Q: 3 clusters Score -1.125005e+07 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24681 members Mstep: Class 2 contains 43279 members Entering Unmasked Estep Score: -11251174.000000 Penalty: 5518.830566 Iteration 10Q: 3 clusters Score -1.125117e+07 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22444 members Mstep: Class 2 contains 45516 members Entering Unmasked Estep Score: -11252501.000000 Penalty: 5518.830566 Iteration 11Q: 3 clusters Score -1.12525e+07 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 48041 members Entering Unmasked Estep Score: -11254275.000000 Penalty: 5518.830566 Iteration 12Q: 3 clusters Score -1.125428e+07 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17190 members Mstep: Class 2 contains 50770 members Entering Unmasked Estep Score: -11256460.000000 Penalty: 5518.830566 Iteration 13Q: 3 clusters Score -1.125646e+07 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14569 members Mstep: Class 2 contains 53391 members Entering Unmasked Estep Score: -11258815.000000 Penalty: 5518.830566 Iteration 14Q: 3 clusters Score -1.125882e+07 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 55605 members Entering Unmasked Estep Score: -11260810.000000 Penalty: 5518.830566 Iteration 15Q: 3 clusters Score -1.126081e+07 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 57467 members Entering Unmasked Estep Score: -11262159.000000 Penalty: 5518.830566 Iteration 16Q: 3 clusters Score -1.126216e+07 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 59092 members Entering Unmasked Estep Score: -11263212.000000 Penalty: 5518.830566 Iteration 17Q: 3 clusters Score -1.126321e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 60469 members Entering Unmasked Estep Score: -11263993.000000 Penalty: 5518.830566 Iteration 18Q: 3 clusters Score -1.126399e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 61636 members Entering Unmasked Estep Score: -11264623.000000 Penalty: 5518.830566 Iteration 19Q: 3 clusters Score -1.126462e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 62653 members Entering Unmasked Estep Score: -11265192.000000 Penalty: 5518.830566 Iteration 20F: 3 clusters Score -1.126519e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 63475 members Entering Unmasked Estep Score: -11265680.000000 Penalty: 5518.830566 Iteration 21Q: 3 clusters Score -1.126568e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 64139 members Entering Unmasked Estep Score: -11266084.000000 Penalty: 5518.830566 Iteration 22Q: 3 clusters Score -1.126608e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 64662 members Entering Unmasked Estep Score: -11266390.000000 Penalty: 5518.830566 Iteration 23Q: 3 clusters Score -1.126639e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 65061 members Entering Unmasked Estep Score: -11266675.000000 Penalty: 5518.830566 Iteration 24Q: 3 clusters Score -1.126668e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 65367 members Entering Unmasked Estep Score: -11266918.000000 Penalty: 5518.830566 Iteration 25Q: 3 clusters Score -1.126692e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 65595 members Entering Unmasked Estep Score: -11267028.000000 Penalty: 5518.830566 Iteration 26Q: 3 clusters Score -1.126703e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 65767 members Entering Unmasked Estep Score: -11267106.000000 Penalty: 5518.830566 Iteration 27Q: 3 clusters Score -1.126711e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 65901 members Entering Unmasked Estep Score: -11267165.000000 Penalty: 5518.830566 Iteration 28Q: 3 clusters Score -1.126716e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 65998 members Entering Unmasked Estep Score: -11267202.000000 Penalty: 5518.830566 Iteration 29Q: 3 clusters Score -1.12672e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 66086 members Entering Unmasked Estep Score: -11267252.000000 Penalty: 5518.830566 Iteration 30Q: 3 clusters Score -1.126725e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 66162 members Entering Unmasked Estep Score: -11267278.000000 Penalty: 5518.830566 Iteration 31Q: 3 clusters Score -1.126728e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 66228 members Entering Unmasked Estep Score: -11267290.000000 Penalty: 5518.830566 Iteration 32Q: 3 clusters Score -1.126729e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 66271 members Entering Unmasked Estep Score: -11267304.000000 Penalty: 5518.830566 Iteration 33Q: 3 clusters Score -1.12673e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 66299 members Entering Unmasked Estep Score: -11267291.000000 Penalty: 5518.830566 Iteration 34Q: 3 clusters Score -1.126729e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 66314 members Entering Unmasked Estep Score: -11267311.000000 Penalty: 5518.830566 Iteration 35Q: 3 clusters Score -1.126731e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 66328 members Entering Unmasked Estep Score: -11267305.000000 Penalty: 5518.830566 Iteration 36Q: 3 clusters Score -1.12673e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 66343 members Entering Unmasked Estep Score: -11267296.000000 Penalty: 5518.830566 Iteration 37Q: 3 clusters Score -1.12673e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 66350 members Entering Unmasked Estep Score: -11267305.000000 Penalty: 5518.830566 Iteration 38Q: 3 clusters Score -1.12673e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 66351 members Entering Unmasked Estep Score: -11267310.000000 Penalty: 5518.830566 Iteration 39Q: 3 clusters Score -1.126731e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 66353 members Entering Unmasked Estep Score: -11267300.000000 Penalty: 5518.830566 Iteration 40F: 3 clusters Score -1.12673e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 66355 members Entering Unmasked Estep Score: -11267302.000000 Penalty: 5518.830566 Iteration 41Q: 3 clusters Score -1.12673e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 66355 members Entering Unmasked Estep Score: -11267302.000000 Penalty: 5518.830566 Iteration 42F: 3 clusters Score -1.12673e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -118873.179688 Penalty: 1652.140015 Iteration 0F: 2 clusters Score -118873.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -117159.789062 Penalty: 3304.280029 Iteration 0F: 3 clusters Score -117159.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -117573.179688 Penalty: 3304.280029 Iteration 1F: 3 clusters Score -117573.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -117754.679688 Penalty: 3304.280029 Iteration 2F: 3 clusters Score -117754.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -117931.953125 Penalty: 3304.280029 Iteration 3F: 3 clusters Score -117932 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -118164.281250 Penalty: 3304.280029 Iteration 4F: 3 clusters Score -118164.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -118366.640625 Penalty: 3304.280029 Iteration 5F: 3 clusters Score -118366.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -118456.468750 Penalty: 3304.280029 Iteration 6Q: 3 clusters Score -118456.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -118504.476562 Penalty: 3304.280029 Iteration 7Q: 3 clusters Score -118504.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -118522.078125 Penalty: 3304.280029 Iteration 8Q: 3 clusters Score -118522.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -118544.976562 Penalty: 3304.280029 Iteration 9Q: 3 clusters Score -118545 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -118560.218750 Penalty: 3304.280029 Iteration 10Q: 3 clusters Score -118560.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -118570.875000 Penalty: 3304.280029 Iteration 11Q: 3 clusters Score -118570.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -118583.976562 Penalty: 3304.280029 Iteration 12Q: 3 clusters Score -118584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -118589.093750 Penalty: 3304.280029 Iteration 13Q: 3 clusters Score -118589.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -118597.507812 Penalty: 3304.280029 Iteration 14Q: 3 clusters Score -118597.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -118610.726562 Penalty: 3304.280029 Iteration 15Q: 3 clusters Score -118610.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -118626.453125 Penalty: 3304.280029 Iteration 16Q: 3 clusters Score -118626.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -118640.398438 Penalty: 3304.280029 Iteration 17Q: 3 clusters Score -118640.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -118670.289062 Penalty: 3304.280029 Iteration 18Q: 3 clusters Score -118670.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -118682.632812 Penalty: 3304.280029 Iteration 19Q: 3 clusters Score -118682.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -118686.773438 Penalty: 3304.280029 Iteration 20F: 3 clusters Score -118686.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -118689.242188 Penalty: 3304.280029 Iteration 21Q: 3 clusters Score -118689.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -118689.242188 Penalty: 3304.280029 Iteration 22F: 3 clusters Score -118689.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Entering Unmasked Estep Score: -787596.625000 Penalty: 2109.069092 Iteration 0F: 2 clusters Score -787596.6 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 2449 members Entering Unmasked Estep Score: -783129.937500 Penalty: 4218.138184 Iteration 0F: 3 clusters Score -783129.9 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -784202.562500 Penalty: 4218.138184 Iteration 1F: 3 clusters Score -784202.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -784496.625000 Penalty: 4218.138184 Iteration 2F: 3 clusters Score -784496.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -784689.625000 Penalty: 4218.138184 Iteration 3F: 3 clusters Score -784689.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -784834.812500 Penalty: 4218.138184 Iteration 4Q: 3 clusters Score -784834.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -784973.062500 Penalty: 4218.138184 Iteration 5Q: 3 clusters Score -784973.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -785132.625000 Penalty: 4218.138184 Iteration 6Q: 3 clusters Score -785132.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -785287.375000 Penalty: 4218.138184 Iteration 7Q: 3 clusters Score -785287.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -785437.250000 Penalty: 4218.138184 Iteration 8Q: 3 clusters Score -785437.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -785562.250000 Penalty: 4218.138184 Iteration 9Q: 3 clusters Score -785562.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -785647.687500 Penalty: 4218.138184 Iteration 10Q: 3 clusters Score -785647.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -785712.562500 Penalty: 4218.138184 Iteration 11Q: 3 clusters Score -785712.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -785760.187500 Penalty: 4218.138184 Iteration 12Q: 3 clusters Score -785760.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -785802.187500 Penalty: 4218.138184 Iteration 13Q: 3 clusters Score -785802.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -785842.687500 Penalty: 4218.138184 Iteration 14Q: 3 clusters Score -785842.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -785868.500000 Penalty: 4218.138184 Iteration 15Q: 3 clusters Score -785868.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -785890.187500 Penalty: 4218.138184 Iteration 16Q: 3 clusters Score -785890.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -785912.000000 Penalty: 4218.138184 Iteration 17Q: 3 clusters Score -785912 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -785925.875000 Penalty: 4218.138184 Iteration 18Q: 3 clusters Score -785925.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -785935.062500 Penalty: 4218.138184 Iteration 19Q: 3 clusters Score -785935.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -785945.625000 Penalty: 4218.138184 Iteration 20F: 3 clusters Score -785945.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -785947.750000 Penalty: 4218.138184 Iteration 21Q: 3 clusters Score -785947.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -785951.125000 Penalty: 4218.138184 Iteration 22Q: 3 clusters Score -785951.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -785954.625000 Penalty: 4218.138184 Iteration 23Q: 3 clusters Score -785954.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -785956.187500 Penalty: 4218.138184 Iteration 24Q: 3 clusters Score -785956.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -785959.250000 Penalty: 4218.138184 Iteration 25Q: 3 clusters Score -785959.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -785962.062500 Penalty: 4218.138184 Iteration 26Q: 3 clusters Score -785962.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -785964.187500 Penalty: 4218.138184 Iteration 27Q: 3 clusters Score -785964.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -785970.125000 Penalty: 4218.138184 Iteration 28Q: 3 clusters Score -785970.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -785970.000000 Penalty: 4218.138184 Iteration 29Q: 3 clusters Score -785970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -785971.500000 Penalty: 4218.138184 Iteration 30Q: 3 clusters Score -785971.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -785973.937500 Penalty: 4218.138184 Iteration 31Q: 3 clusters Score -785973.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -785974.687500 Penalty: 4218.138184 Iteration 32Q: 3 clusters Score -785974.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -785976.500000 Penalty: 4218.138184 Iteration 33Q: 3 clusters Score -785976.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -785976.312500 Penalty: 4218.138184 Iteration 34Q: 3 clusters Score -785976.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -785978.812500 Penalty: 4218.138184 Iteration 35Q: 3 clusters Score -785978.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -785979.500000 Penalty: 4218.138184 Iteration 36Q: 3 clusters Score -785979.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -785979.875000 Penalty: 4218.138184 Iteration 37Q: 3 clusters Score -785979.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -785982.812500 Penalty: 4218.138184 Iteration 38Q: 3 clusters Score -785982.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -785984.687500 Penalty: 4218.138184 Iteration 39Q: 3 clusters Score -785984.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -785986.312500 Penalty: 4218.138184 Iteration 40F: 3 clusters Score -785986.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -785988.125000 Penalty: 4218.138184 Iteration 41Q: 3 clusters Score -785988.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -785988.500000 Penalty: 4218.138184 Iteration 42Q: 3 clusters Score -785988.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -785989.562500 Penalty: 4218.138184 Iteration 43Q: 3 clusters Score -785989.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -785990.875000 Penalty: 4218.138184 Iteration 44Q: 3 clusters Score -785990.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -785991.625000 Penalty: 4218.138184 Iteration 45Q: 3 clusters Score -785991.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -785991.500000 Penalty: 4218.138184 Iteration 46Q: 3 clusters Score -785991.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -785992.687500 Penalty: 4218.138184 Iteration 47Q: 3 clusters Score -785992.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -785992.875000 Penalty: 4218.138184 Iteration 48Q: 3 clusters Score -785992.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -785992.125000 Penalty: 4218.138184 Iteration 49Q: 3 clusters Score -785992.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -785993.562500 Penalty: 4218.138184 Iteration 50Q: 3 clusters Score -785993.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -785993.562500 Penalty: 4218.138184 Iteration 51F: 3 clusters Score -785993.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (70141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70141 members Entering Unmasked Estep Score: -11129685.000000 Penalty: 2767.249268 Iteration 0F: 2 clusters Score -1.112968e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35023 members Mstep: Class 2 contains 35118 members Entering Unmasked Estep Score: -11082844.000000 Penalty: 5534.498535 Iteration 0F: 3 clusters Score -1.108284e+07 nChanged 32738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34987 members Mstep: Class 2 contains 35154 members Entering Unmasked Estep Score: -11101343.000000 Penalty: 5534.498535 Iteration 1F: 3 clusters Score -1.110134e+07 nChanged 3080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 35232 members Entering Unmasked Estep Score: -11102411.000000 Penalty: 5534.498535 Iteration 2Q: 3 clusters Score -1.110241e+07 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34638 members Mstep: Class 2 contains 35503 members Entering Unmasked Estep Score: -11103733.000000 Penalty: 5534.498535 Iteration 3Q: 3 clusters Score -1.110373e+07 nChanged 3527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34229 members Mstep: Class 2 contains 35912 members Entering Unmasked Estep Score: -11105357.000000 Penalty: 5534.498535 Iteration 4F: 3 clusters Score -1.110536e+07 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33634 members Mstep: Class 2 contains 36507 members Entering Unmasked Estep Score: -11107367.000000 Penalty: 5534.498535 Iteration 5F: 3 clusters Score -1.110737e+07 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33012 members Mstep: Class 2 contains 37129 members Entering Unmasked Estep Score: -11109665.000000 Penalty: 5534.498535 Iteration 6F: 3 clusters Score -1.110966e+07 nChanged 4184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32252 members Mstep: Class 2 contains 37889 members Entering Unmasked Estep Score: -11112028.000000 Penalty: 5534.498535 Iteration 7F: 3 clusters Score -1.111203e+07 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31565 members Mstep: Class 2 contains 38576 members Entering Unmasked Estep Score: -11114079.000000 Penalty: 5534.498535 Iteration 8F: 3 clusters Score -1.111408e+07 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30950 members Mstep: Class 2 contains 39191 members Entering Unmasked Estep Score: -11115854.000000 Penalty: 5534.498535 Iteration 9Q: 3 clusters Score -1.111585e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30395 members Mstep: Class 2 contains 39746 members Entering Unmasked Estep Score: -11117244.000000 Penalty: 5534.498535 Iteration 10Q: 3 clusters Score -1.111724e+07 nChanged 2516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29889 members Mstep: Class 2 contains 40252 members Entering Unmasked Estep Score: -11118219.000000 Penalty: 5534.498535 Iteration 11Q: 3 clusters Score -1.111822e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29343 members Mstep: Class 2 contains 40798 members Entering Unmasked Estep Score: -11118931.000000 Penalty: 5534.498535 Iteration 12Q: 3 clusters Score -1.111893e+07 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28686 members Mstep: Class 2 contains 41455 members Entering Unmasked Estep Score: -11119398.000000 Penalty: 5534.498535 Iteration 13Q: 3 clusters Score -1.11194e+07 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28044 members Mstep: Class 2 contains 42097 members Entering Unmasked Estep Score: -11119689.000000 Penalty: 5534.498535 Iteration 14Q: 3 clusters Score -1.111969e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27421 members Mstep: Class 2 contains 42720 members Entering Unmasked Estep Score: -11119893.000000 Penalty: 5534.498535 Iteration 15Q: 3 clusters Score -1.111989e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 43400 members Entering Unmasked Estep Score: -11120099.000000 Penalty: 5534.498535 Iteration 16Q: 3 clusters Score -1.11201e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26045 members Mstep: Class 2 contains 44096 members Entering Unmasked Estep Score: -11120247.000000 Penalty: 5534.498535 Iteration 17Q: 3 clusters Score -1.112025e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25363 members Mstep: Class 2 contains 44778 members Entering Unmasked Estep Score: -11120396.000000 Penalty: 5534.498535 Iteration 18Q: 3 clusters Score -1.11204e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24644 members Mstep: Class 2 contains 45497 members Entering Unmasked Estep Score: -11120528.000000 Penalty: 5534.498535 Iteration 19Q: 3 clusters Score -1.112053e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23952 members Mstep: Class 2 contains 46189 members Entering Unmasked Estep Score: -11120698.000000 Penalty: 5534.498535 Iteration 20F: 3 clusters Score -1.11207e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 46905 members Entering Unmasked Estep Score: -11120874.000000 Penalty: 5534.498535 Iteration 21Q: 3 clusters Score -1.112087e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22469 members Mstep: Class 2 contains 47672 members Entering Unmasked Estep Score: -11121059.000000 Penalty: 5534.498535 Iteration 22Q: 3 clusters Score -1.112106e+07 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21710 members Mstep: Class 2 contains 48431 members Entering Unmasked Estep Score: -11121184.000000 Penalty: 5534.498535 Iteration 23Q: 3 clusters Score -1.112118e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 49177 members Entering Unmasked Estep Score: -11121336.000000 Penalty: 5534.498535 Iteration 24Q: 3 clusters Score -1.112134e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20203 members Mstep: Class 2 contains 49938 members Entering Unmasked Estep Score: -11121497.000000 Penalty: 5534.498535 Iteration 25Q: 3 clusters Score -1.11215e+07 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 50715 members Entering Unmasked Estep Score: -11121660.000000 Penalty: 5534.498535 Iteration 26Q: 3 clusters Score -1.112166e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 51475 members Entering Unmasked Estep Score: -11121800.000000 Penalty: 5534.498535 Iteration 27Q: 3 clusters Score -1.11218e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17905 members Mstep: Class 2 contains 52236 members Entering Unmasked Estep Score: -11122005.000000 Penalty: 5534.498535 Iteration 28Q: 3 clusters Score -1.1122e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17106 members Mstep: Class 2 contains 53035 members Entering Unmasked Estep Score: -11122197.000000 Penalty: 5534.498535 Iteration 29Q: 3 clusters Score -1.11222e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16325 members Mstep: Class 2 contains 53816 members Entering Unmasked Estep Score: -11122333.000000 Penalty: 5534.498535 Iteration 30Q: 3 clusters Score -1.112233e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 54641 members Entering Unmasked Estep Score: -11122512.000000 Penalty: 5534.498535 Iteration 31Q: 3 clusters Score -1.112251e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Mstep: Class 2 contains 55500 members Entering Unmasked Estep Score: -11122770.000000 Penalty: 5534.498535 Iteration 32Q: 3 clusters Score -1.112277e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 56341 members Entering Unmasked Estep Score: -11123041.000000 Penalty: 5534.498535 Iteration 33Q: 3 clusters Score -1.112304e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12947 members Mstep: Class 2 contains 57194 members Entering Unmasked Estep Score: -11123252.000000 Penalty: 5534.498535 Iteration 34Q: 3 clusters Score -1.112325e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 58005 members Entering Unmasked Estep Score: -11123476.000000 Penalty: 5534.498535 Iteration 35Q: 3 clusters Score -1.112348e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 58879 members Entering Unmasked Estep Score: -11123770.000000 Penalty: 5534.498535 Iteration 36Q: 3 clusters Score -1.112377e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 59733 members Entering Unmasked Estep Score: -11124082.000000 Penalty: 5534.498535 Iteration 37Q: 3 clusters Score -1.112408e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 60595 members Entering Unmasked Estep Score: -11124367.000000 Penalty: 5534.498535 Iteration 38Q: 3 clusters Score -1.112437e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 61456 members Entering Unmasked Estep Score: -11124708.000000 Penalty: 5534.498535 Iteration 39Q: 3 clusters Score -1.112471e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 62266 members Entering Unmasked Estep Score: -11124995.000000 Penalty: 5534.498535 Iteration 40F: 3 clusters Score -1.1125e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 62961 members Entering Unmasked Estep Score: -11125281.000000 Penalty: 5534.498535 Iteration 41Q: 3 clusters Score -1.112528e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 63616 members Entering Unmasked Estep Score: -11125519.000000 Penalty: 5534.498535 Iteration 42Q: 3 clusters Score -1.112552e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 64251 members Entering Unmasked Estep Score: -11125788.000000 Penalty: 5534.498535 Iteration 43Q: 3 clusters Score -1.112579e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 64843 members Entering Unmasked Estep Score: -11126032.000000 Penalty: 5534.498535 Iteration 44Q: 3 clusters Score -1.112603e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 65408 members Entering Unmasked Estep Score: -11126250.000000 Penalty: 5534.498535 Iteration 45Q: 3 clusters Score -1.112625e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 65948 members Entering Unmasked Estep Score: -11126501.000000 Penalty: 5534.498535 Iteration 46Q: 3 clusters Score -1.11265e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 66421 members Entering Unmasked Estep Score: -11126682.000000 Penalty: 5534.498535 Iteration 47Q: 3 clusters Score -1.112668e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 66824 members Entering Unmasked Estep Score: -11126852.000000 Penalty: 5534.498535 Iteration 48Q: 3 clusters Score -1.112685e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 67187 members Entering Unmasked Estep Score: -11126952.000000 Penalty: 5534.498535 Iteration 49Q: 3 clusters Score -1.112695e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 67495 members Entering Unmasked Estep Score: -11127120.000000 Penalty: 5534.498535 Iteration 50Q: 3 clusters Score -1.112712e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 67741 members Entering Unmasked Estep Score: -11127177.000000 Penalty: 5534.498535 Iteration 51Q: 3 clusters Score -1.112718e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 67939 members Entering Unmasked Estep Score: -11127235.000000 Penalty: 5534.498535 Iteration 52Q: 3 clusters Score -1.112724e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 68100 members Entering Unmasked Estep Score: -11127296.000000 Penalty: 5534.498535 Iteration 53Q: 3 clusters Score -1.11273e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 68207 members Entering Unmasked Estep Score: -11127339.000000 Penalty: 5534.498535 Iteration 54Q: 3 clusters Score -1.112734e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 68306 members Entering Unmasked Estep Score: -11127380.000000 Penalty: 5534.498535 Iteration 55Q: 3 clusters Score -1.112738e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 68392 members Entering Unmasked Estep Score: -11127398.000000 Penalty: 5534.498535 Iteration 56Q: 3 clusters Score -1.11274e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 68487 members Entering Unmasked Estep Score: -11127452.000000 Penalty: 5534.498535 Iteration 57Q: 3 clusters Score -1.112745e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 68567 members Entering Unmasked Estep Score: -11127497.000000 Penalty: 5534.498535 Iteration 58Q: 3 clusters Score -1.11275e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 68625 members Entering Unmasked Estep Score: -11127517.000000 Penalty: 5534.498535 Iteration 59Q: 3 clusters Score -1.112752e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 68689 members Entering Unmasked Estep Score: -11127536.000000 Penalty: 5534.498535 Iteration 60F: 3 clusters Score -1.112754e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 68731 members Entering Unmasked Estep Score: -11127549.000000 Penalty: 5534.498535 Iteration 61Q: 3 clusters Score -1.112755e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 68766 members Entering Unmasked Estep Score: -11127590.000000 Penalty: 5534.498535 Iteration 62Q: 3 clusters Score -1.112759e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 68793 members Entering Unmasked Estep Score: -11127607.000000 Penalty: 5534.498535 Iteration 63Q: 3 clusters Score -1.112761e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 68807 members Entering Unmasked Estep Score: -11127601.000000 Penalty: 5534.498535 Iteration 64Q: 3 clusters Score -1.11276e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 68821 members Entering Unmasked Estep Score: -11127606.000000 Penalty: 5534.498535 Iteration 65Q: 3 clusters Score -1.112761e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 68831 members Entering Unmasked Estep Score: -11127600.000000 Penalty: 5534.498535 Iteration 66Q: 3 clusters Score -1.11276e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 68837 members Entering Unmasked Estep Score: -11127612.000000 Penalty: 5534.498535 Iteration 67Q: 3 clusters Score -1.112761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 68840 members Entering Unmasked Estep Score: -11127609.000000 Penalty: 5534.498535 Iteration 68Q: 3 clusters Score -1.112761e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 68846 members Entering Unmasked Estep Score: -11127606.000000 Penalty: 5534.498535 Iteration 69Q: 3 clusters Score -1.112761e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 68855 members Entering Unmasked Estep Score: -11127608.000000 Penalty: 5534.498535 Iteration 70Q: 3 clusters Score -1.112761e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 68863 members Entering Unmasked Estep Score: -11127611.000000 Penalty: 5534.498535 Iteration 71Q: 3 clusters Score -1.112761e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 68872 members Entering Unmasked Estep Score: -11127616.000000 Penalty: 5534.498535 Iteration 72Q: 3 clusters Score -1.112762e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 68881 members Entering Unmasked Estep Score: -11127625.000000 Penalty: 5534.498535 Iteration 73Q: 3 clusters Score -1.112762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 68886 members Entering Unmasked Estep Score: -11127623.000000 Penalty: 5534.498535 Iteration 74Q: 3 clusters Score -1.112762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 68891 members Entering Unmasked Estep Score: -11127625.000000 Penalty: 5534.498535 Iteration 75Q: 3 clusters Score -1.112762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 68894 members Entering Unmasked Estep Score: -11127634.000000 Penalty: 5534.498535 Iteration 76Q: 3 clusters Score -1.112763e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 68898 members Entering Unmasked Estep Score: -11127625.000000 Penalty: 5534.498535 Iteration 77Q: 3 clusters Score -1.112762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 68903 members Entering Unmasked Estep Score: -11127623.000000 Penalty: 5534.498535 Iteration 78Q: 3 clusters Score -1.112762e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 68904 members Entering Unmasked Estep Score: -11127621.000000 Penalty: 5534.498535 Iteration 79Q: 3 clusters Score -1.112762e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 68905 members Entering Unmasked Estep Score: -11127628.000000 Penalty: 5534.498535 Iteration 80F: 3 clusters Score -1.112763e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 68906 members Entering Unmasked Estep Score: -11127623.000000 Penalty: 5534.498535 Iteration 81Q: 3 clusters Score -1.112762e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 68906 members Entering Unmasked Estep Score: -11127623.000000 Penalty: 5534.498535 Iteration 82F: 3 clusters Score -1.112762e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (61588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61588 members Entering Unmasked Estep Score: -10352493.000000 Penalty: 2734.999023 Iteration 0F: 2 clusters Score -1.035249e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30882 members Mstep: Class 2 contains 30706 members Entering Unmasked Estep Score: -10312296.000000 Penalty: 5469.998047 Iteration 0F: 3 clusters Score -1.03123e+07 nChanged 28723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31887 members Mstep: Class 2 contains 29701 members Entering Unmasked Estep Score: -10328445.000000 Penalty: 5469.998047 Iteration 1F: 3 clusters Score -1.032844e+07 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32765 members Mstep: Class 2 contains 28823 members Entering Unmasked Estep Score: -10329140.000000 Penalty: 5469.998047 Iteration 2Q: 3 clusters Score -1.032914e+07 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34045 members Mstep: Class 2 contains 27543 members Entering Unmasked Estep Score: -10330020.000000 Penalty: 5469.998047 Iteration 3Q: 3 clusters Score -1.033002e+07 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35809 members Mstep: Class 2 contains 25779 members Entering Unmasked Estep Score: -10331071.000000 Penalty: 5469.998047 Iteration 4Q: 3 clusters Score -1.033107e+07 nChanged 3188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38185 members Mstep: Class 2 contains 23403 members Entering Unmasked Estep Score: -10332775.000000 Penalty: 5469.998047 Iteration 5F: 3 clusters Score -1.033278e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41277 members Mstep: Class 2 contains 20311 members Entering Unmasked Estep Score: -10335031.000000 Penalty: 5469.998047 Iteration 6F: 3 clusters Score -1.033503e+07 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44819 members Mstep: Class 2 contains 16769 members Entering Unmasked Estep Score: -10337950.000000 Penalty: 5469.998047 Iteration 7F: 3 clusters Score -1.033795e+07 nChanged 3811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48310 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -10341106.000000 Penalty: 5469.998047 Iteration 8F: 3 clusters Score -1.034111e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51256 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -10343863.000000 Penalty: 5469.998047 Iteration 9F: 3 clusters Score -1.034386e+07 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53515 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -10345763.000000 Penalty: 5469.998047 Iteration 10Q: 3 clusters Score -1.034576e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55204 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -10346950.000000 Penalty: 5469.998047 Iteration 11Q: 3 clusters Score -1.034695e+07 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56465 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -10347725.000000 Penalty: 5469.998047 Iteration 12Q: 3 clusters Score -1.034772e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57465 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -10348302.000000 Penalty: 5469.998047 Iteration 13Q: 3 clusters Score -1.03483e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58261 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -10348683.000000 Penalty: 5469.998047 Iteration 14Q: 3 clusters Score -1.034868e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58880 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -10348991.000000 Penalty: 5469.998047 Iteration 15Q: 3 clusters Score -1.034899e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59392 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -10349231.000000 Penalty: 5469.998047 Iteration 16Q: 3 clusters Score -1.034923e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59804 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -10349450.000000 Penalty: 5469.998047 Iteration 17Q: 3 clusters Score -1.034945e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60129 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -10349666.000000 Penalty: 5469.998047 Iteration 18Q: 3 clusters Score -1.034967e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60384 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -10349788.000000 Penalty: 5469.998047 Iteration 19Q: 3 clusters Score -1.034979e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60580 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -10349878.000000 Penalty: 5469.998047 Iteration 20F: 3 clusters Score -1.034988e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60733 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -10349977.000000 Penalty: 5469.998047 Iteration 21Q: 3 clusters Score -1.034998e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60838 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -10350034.000000 Penalty: 5469.998047 Iteration 22Q: 3 clusters Score -1.035003e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60900 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -10350063.000000 Penalty: 5469.998047 Iteration 23Q: 3 clusters Score -1.035006e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60937 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -10350121.000000 Penalty: 5469.998047 Iteration 24Q: 3 clusters Score -1.035012e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60966 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -10350137.000000 Penalty: 5469.998047 Iteration 25Q: 3 clusters Score -1.035014e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60987 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -10350143.000000 Penalty: 5469.998047 Iteration 26Q: 3 clusters Score -1.035014e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61006 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -10350149.000000 Penalty: 5469.998047 Iteration 27Q: 3 clusters Score -1.035015e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61014 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -10350143.000000 Penalty: 5469.998047 Iteration 28Q: 3 clusters Score -1.035014e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61019 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -10350143.000000 Penalty: 5469.998047 Iteration 29Q: 3 clusters Score -1.035014e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61025 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -10350149.000000 Penalty: 5469.998047 Iteration 30Q: 3 clusters Score -1.035015e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61032 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -10350146.000000 Penalty: 5469.998047 Iteration 31Q: 3 clusters Score -1.035015e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61038 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -10350153.000000 Penalty: 5469.998047 Iteration 32Q: 3 clusters Score -1.035015e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61043 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -10350152.000000 Penalty: 5469.998047 Iteration 33Q: 3 clusters Score -1.035015e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61049 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -10350155.000000 Penalty: 5469.998047 Iteration 34Q: 3 clusters Score -1.035016e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61051 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -10350151.000000 Penalty: 5469.998047 Iteration 35Q: 3 clusters Score -1.035015e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61055 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -10350163.000000 Penalty: 5469.998047 Iteration 36Q: 3 clusters Score -1.035016e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61058 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -10350160.000000 Penalty: 5469.998047 Iteration 37Q: 3 clusters Score -1.035016e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61059 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -10350167.000000 Penalty: 5469.998047 Iteration 38Q: 3 clusters Score -1.035017e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61062 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -10350159.000000 Penalty: 5469.998047 Iteration 39Q: 3 clusters Score -1.035016e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61066 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -10350162.000000 Penalty: 5469.998047 Iteration 40F: 3 clusters Score -1.035016e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61067 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -10350167.000000 Penalty: 5469.998047 Iteration 41Q: 3 clusters Score -1.035017e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61069 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -10350176.000000 Penalty: 5469.998047 Iteration 42Q: 3 clusters Score -1.035018e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61069 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -10350176.000000 Penalty: 5469.998047 Iteration 43F: 3 clusters Score -1.035018e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Entering Unmasked Estep Score: -858152.500000 Penalty: 2126.714600 Iteration 0F: 2 clusters Score -858152.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -853529.187500 Penalty: 4253.429199 Iteration 0F: 3 clusters Score -853529.2 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -854918.750000 Penalty: 4253.429199 Iteration 1F: 3 clusters Score -854918.8 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -855375.562500 Penalty: 4253.429199 Iteration 2F: 3 clusters Score -855375.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -855769.000000 Penalty: 4253.429199 Iteration 3F: 3 clusters Score -855769 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -856078.187500 Penalty: 4253.429199 Iteration 4F: 3 clusters Score -856078.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -856339.250000 Penalty: 4253.429199 Iteration 5Q: 3 clusters Score -856339.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -856561.375000 Penalty: 4253.429199 Iteration 6Q: 3 clusters Score -856561.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -856814.000000 Penalty: 4253.429199 Iteration 7Q: 3 clusters Score -856814 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -857045.312500 Penalty: 4253.429199 Iteration 8Q: 3 clusters Score -857045.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -857212.375000 Penalty: 4253.429199 Iteration 9Q: 3 clusters Score -857212.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -857333.562500 Penalty: 4253.429199 Iteration 10Q: 3 clusters Score -857333.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -857418.937500 Penalty: 4253.429199 Iteration 11Q: 3 clusters Score -857418.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -857490.687500 Penalty: 4253.429199 Iteration 12Q: 3 clusters Score -857490.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -857554.187500 Penalty: 4253.429199 Iteration 13Q: 3 clusters Score -857554.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -857602.875000 Penalty: 4253.429199 Iteration 14Q: 3 clusters Score -857602.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -857630.437500 Penalty: 4253.429199 Iteration 15Q: 3 clusters Score -857630.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -857644.437500 Penalty: 4253.429199 Iteration 16Q: 3 clusters Score -857644.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -857661.312500 Penalty: 4253.429199 Iteration 17Q: 3 clusters Score -857661.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -857675.000000 Penalty: 4253.429199 Iteration 18Q: 3 clusters Score -857675 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -857687.375000 Penalty: 4253.429199 Iteration 19Q: 3 clusters Score -857687.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -857692.750000 Penalty: 4253.429199 Iteration 20F: 3 clusters Score -857692.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -857695.437500 Penalty: 4253.429199 Iteration 21Q: 3 clusters Score -857695.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -857696.500000 Penalty: 4253.429199 Iteration 22Q: 3 clusters Score -857696.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -857699.750000 Penalty: 4253.429199 Iteration 23Q: 3 clusters Score -857699.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -857700.937500 Penalty: 4253.429199 Iteration 24Q: 3 clusters Score -857700.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -857702.000000 Penalty: 4253.429199 Iteration 25Q: 3 clusters Score -857702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -857703.062500 Penalty: 4253.429199 Iteration 26Q: 3 clusters Score -857703.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -857703.625000 Penalty: 4253.429199 Iteration 27Q: 3 clusters Score -857703.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -857703.125000 Penalty: 4253.429199 Iteration 28Q: 3 clusters Score -857703.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -857702.625000 Penalty: 4253.429199 Iteration 29Q: 3 clusters Score -857702.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -857702.625000 Penalty: 4253.429199 Iteration 30F: 3 clusters Score -857702.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -47859.035156 Penalty: 1456.982910 Iteration 0F: 2 clusters Score -47859.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46611.769531 Penalty: 2913.965820 Iteration 0F: 3 clusters Score -46611.77 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -46789.085938 Penalty: 2913.965820 Iteration 1F: 3 clusters Score -46789.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46848.648438 Penalty: 2913.965820 Iteration 2Q: 3 clusters Score -46848.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -46878.476562 Penalty: 2913.965820 Iteration 3Q: 3 clusters Score -46878.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -46900.601562 Penalty: 2913.965820 Iteration 4Q: 3 clusters Score -46900.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -46925.074219 Penalty: 2913.965820 Iteration 5Q: 3 clusters Score -46925.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -46942.386719 Penalty: 2913.965820 Iteration 6Q: 3 clusters Score -46942.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -46948.917969 Penalty: 2913.965820 Iteration 7Q: 3 clusters Score -46948.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -46963.253906 Penalty: 2913.965820 Iteration 8Q: 3 clusters Score -46963.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -46967.210938 Penalty: 2913.965820 Iteration 9Q: 3 clusters Score -46967.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -46967.210938 Penalty: 2913.965820 Iteration 10F: 3 clusters Score -46967.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -46409.906250 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -46409.91 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 149 members Entering Unmasked Estep Score: -45223.601562 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -45223.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -45445.980469 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -45445.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -45543.757812 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -45543.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -45577.230469 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -45577.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -45598.730469 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -45598.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -45606.066406 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -45606.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -45610.886719 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -45610.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45620.007812 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -45620.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -45621.019531 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -45621.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -45621.019531 Penalty: 2880.838867 Iteration 9F: 3 clusters Score -45621.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (44328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44328 members Entering Unmasked Estep Score: -6995430.000000 Penalty: 2653.444092 Iteration 0F: 2 clusters Score -6995430 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22300 members Mstep: Class 2 contains 22028 members Entering Unmasked Estep Score: -6965410.000000 Penalty: 5306.888184 Iteration 0F: 3 clusters Score -6965410 nChanged 20403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23337 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -6976703.500000 Penalty: 5306.888184 Iteration 1F: 3 clusters Score -6976704 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24082 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -6977386.000000 Penalty: 5306.888184 Iteration 2Q: 3 clusters Score -6977386 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25115 members Mstep: Class 2 contains 19213 members Entering Unmasked Estep Score: -6978266.000000 Penalty: 5306.888184 Iteration 3Q: 3 clusters Score -6978266 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26557 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -6979412.000000 Penalty: 5306.888184 Iteration 4F: 3 clusters Score -6979412 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28421 members Mstep: Class 2 contains 15907 members Entering Unmasked Estep Score: -6980854.500000 Penalty: 5306.888184 Iteration 5F: 3 clusters Score -6980854 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30779 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -6982716.000000 Penalty: 5306.888184 Iteration 6F: 3 clusters Score -6982716 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33389 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -6984975.500000 Penalty: 5306.888184 Iteration 7F: 3 clusters Score -6984976 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36058 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -6987208.500000 Penalty: 5306.888184 Iteration 8F: 3 clusters Score -6987208 nChanged 2519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38483 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -6989344.500000 Penalty: 5306.888184 Iteration 9F: 3 clusters Score -6989344 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40343 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -6990967.500000 Penalty: 5306.888184 Iteration 10Q: 3 clusters Score -6990968 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41615 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -6992034.000000 Penalty: 5306.888184 Iteration 11Q: 3 clusters Score -6992034 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42324 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -6992638.500000 Penalty: 5306.888184 Iteration 12Q: 3 clusters Score -6992638 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42709 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -6992971.000000 Penalty: 5306.888184 Iteration 13Q: 3 clusters Score -6992971 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42945 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -6993167.000000 Penalty: 5306.888184 Iteration 14Q: 3 clusters Score -6993167 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43088 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6993249.000000 Penalty: 5306.888184 Iteration 15Q: 3 clusters Score -6993249 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43180 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -6993320.500000 Penalty: 5306.888184 Iteration 16Q: 3 clusters Score -6993320 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43228 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6993356.500000 Penalty: 5306.888184 Iteration 17Q: 3 clusters Score -6993356 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43269 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -6993391.000000 Penalty: 5306.888184 Iteration 18Q: 3 clusters Score -6993391 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43296 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -6993412.000000 Penalty: 5306.888184 Iteration 19Q: 3 clusters Score -6993412 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43319 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -6993438.000000 Penalty: 5306.888184 Iteration 20F: 3 clusters Score -6993438 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43344 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -6993454.500000 Penalty: 5306.888184 Iteration 21Q: 3 clusters Score -6993454 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43355 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -6993464.000000 Penalty: 5306.888184 Iteration 22Q: 3 clusters Score -6993464 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43367 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -6993473.000000 Penalty: 5306.888184 Iteration 23Q: 3 clusters Score -6993473 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43373 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -6993479.000000 Penalty: 5306.888184 Iteration 24Q: 3 clusters Score -6993479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43376 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -6993481.500000 Penalty: 5306.888184 Iteration 25Q: 3 clusters Score -6993482 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43378 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -6993476.500000 Penalty: 5306.888184 Iteration 26Q: 3 clusters Score -6993476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43379 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -6993472.000000 Penalty: 5306.888184 Iteration 27Q: 3 clusters Score -6993472 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43389 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -6993471.000000 Penalty: 5306.888184 Iteration 28Q: 3 clusters Score -6993471 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43393 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -6993471.500000 Penalty: 5306.888184 Iteration 29Q: 3 clusters Score -6993472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43394 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -6993469.000000 Penalty: 5306.888184 Iteration 30Q: 3 clusters Score -6993469 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43395 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -6993468.000000 Penalty: 5306.888184 Iteration 31Q: 3 clusters Score -6993468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43395 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -6993468.000000 Penalty: 5306.888184 Iteration 32F: 3 clusters Score -6993468 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Entering Unmasked Estep Score: -417956.312500 Penalty: 1937.369385 Iteration 0F: 2 clusters Score -417956.3 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 1273 members Entering Unmasked Estep Score: -415004.406250 Penalty: 3874.738770 Iteration 0F: 3 clusters Score -415004.4 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -415520.593750 Penalty: 3874.738770 Iteration 1F: 3 clusters Score -415520.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -415666.281250 Penalty: 3874.738770 Iteration 2F: 3 clusters Score -415666.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -415755.156250 Penalty: 3874.738770 Iteration 3Q: 3 clusters Score -415755.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -415805.187500 Penalty: 3874.738770 Iteration 4Q: 3 clusters Score -415805.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -415849.125000 Penalty: 3874.738770 Iteration 5Q: 3 clusters Score -415849.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -415869.000000 Penalty: 3874.738770 Iteration 6Q: 3 clusters Score -415869 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -415888.937500 Penalty: 3874.738770 Iteration 7Q: 3 clusters Score -415888.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -415910.843750 Penalty: 3874.738770 Iteration 8Q: 3 clusters Score -415910.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -415934.687500 Penalty: 3874.738770 Iteration 9Q: 3 clusters Score -415934.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -415949.156250 Penalty: 3874.738770 Iteration 10Q: 3 clusters Score -415949.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -415965.593750 Penalty: 3874.738770 Iteration 11Q: 3 clusters Score -415965.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -415982.281250 Penalty: 3874.738770 Iteration 12Q: 3 clusters Score -415982.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -415998.500000 Penalty: 3874.738770 Iteration 13Q: 3 clusters Score -415998.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -416010.062500 Penalty: 3874.738770 Iteration 14Q: 3 clusters Score -416010.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -416019.812500 Penalty: 3874.738770 Iteration 15Q: 3 clusters Score -416019.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -416032.906250 Penalty: 3874.738770 Iteration 16Q: 3 clusters Score -416032.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -416044.156250 Penalty: 3874.738770 Iteration 17Q: 3 clusters Score -416044.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -416061.468750 Penalty: 3874.738770 Iteration 18Q: 3 clusters Score -416061.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -416081.000000 Penalty: 3874.738770 Iteration 19Q: 3 clusters Score -416081 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -416096.437500 Penalty: 3874.738770 Iteration 20F: 3 clusters Score -416096.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -416104.562500 Penalty: 3874.738770 Iteration 21Q: 3 clusters Score -416104.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -416109.781250 Penalty: 3874.738770 Iteration 22Q: 3 clusters Score -416109.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -416116.343750 Penalty: 3874.738770 Iteration 23Q: 3 clusters Score -416116.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -416122.281250 Penalty: 3874.738770 Iteration 24Q: 3 clusters Score -416122.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -416129.031250 Penalty: 3874.738770 Iteration 25Q: 3 clusters Score -416129 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -416131.343750 Penalty: 3874.738770 Iteration 26Q: 3 clusters Score -416131.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -416134.468750 Penalty: 3874.738770 Iteration 27Q: 3 clusters Score -416134.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -416137.906250 Penalty: 3874.738770 Iteration 28Q: 3 clusters Score -416137.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -416141.406250 Penalty: 3874.738770 Iteration 29Q: 3 clusters Score -416141.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -416143.562500 Penalty: 3874.738770 Iteration 30Q: 3 clusters Score -416143.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -416144.406250 Penalty: 3874.738770 Iteration 31Q: 3 clusters Score -416144.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -416146.343750 Penalty: 3874.738770 Iteration 32Q: 3 clusters Score -416146.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -416147.593750 Penalty: 3874.738770 Iteration 33Q: 3 clusters Score -416147.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -416147.750000 Penalty: 3874.738770 Iteration 34Q: 3 clusters Score -416147.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -416149.156250 Penalty: 3874.738770 Iteration 35Q: 3 clusters Score -416149.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -416151.468750 Penalty: 3874.738770 Iteration 36Q: 3 clusters Score -416151.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -416152.718750 Penalty: 3874.738770 Iteration 37Q: 3 clusters Score -416152.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -416156.031250 Penalty: 3874.738770 Iteration 38Q: 3 clusters Score -416156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -416158.312500 Penalty: 3874.738770 Iteration 39Q: 3 clusters Score -416158.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -416158.312500 Penalty: 3874.738770 Iteration 40F: 3 clusters Score -416158.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Entering Unmasked Estep Score: -631809.062500 Penalty: 2048.281494 Iteration 0F: 2 clusters Score -631809.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -628000.625000 Penalty: 4096.562988 Iteration 0F: 3 clusters Score -628000.6 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -628887.312500 Penalty: 4096.562988 Iteration 1F: 3 clusters Score -628887.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -629129.000000 Penalty: 4096.562988 Iteration 2F: 3 clusters Score -629129 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -629331.625000 Penalty: 4096.562988 Iteration 3F: 3 clusters Score -629331.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -629504.625000 Penalty: 4096.562988 Iteration 4F: 3 clusters Score -629504.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -629654.375000 Penalty: 4096.562988 Iteration 5Q: 3 clusters Score -629654.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -629787.687500 Penalty: 4096.562988 Iteration 6Q: 3 clusters Score -629787.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -629929.250000 Penalty: 4096.562988 Iteration 7Q: 3 clusters Score -629929.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -630124.500000 Penalty: 4096.562988 Iteration 8Q: 3 clusters Score -630124.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -630428.812500 Penalty: 4096.562988 Iteration 9Q: 3 clusters Score -630428.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -630685.562500 Penalty: 4096.562988 Iteration 10Q: 3 clusters Score -630685.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -630761.562500 Penalty: 4096.562988 Iteration 11Q: 3 clusters Score -630761.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -630797.312500 Penalty: 4096.562988 Iteration 12Q: 3 clusters Score -630797.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -630813.000000 Penalty: 4096.562988 Iteration 13Q: 3 clusters Score -630813 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -630822.500000 Penalty: 4096.562988 Iteration 14Q: 3 clusters Score -630822.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -630835.250000 Penalty: 4096.562988 Iteration 15Q: 3 clusters Score -630835.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -630849.187500 Penalty: 4096.562988 Iteration 16Q: 3 clusters Score -630849.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -630856.875000 Penalty: 4096.562988 Iteration 17Q: 3 clusters Score -630856.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -630865.250000 Penalty: 4096.562988 Iteration 18Q: 3 clusters Score -630865.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -630873.125000 Penalty: 4096.562988 Iteration 19Q: 3 clusters Score -630873.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -630877.125000 Penalty: 4096.562988 Iteration 20F: 3 clusters Score -630877.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -630881.812500 Penalty: 4096.562988 Iteration 21Q: 3 clusters Score -630881.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -630884.625000 Penalty: 4096.562988 Iteration 22Q: 3 clusters Score -630884.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -630887.062500 Penalty: 4096.562988 Iteration 23Q: 3 clusters Score -630887.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -630888.125000 Penalty: 4096.562988 Iteration 24Q: 3 clusters Score -630888.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -630890.500000 Penalty: 4096.562988 Iteration 25Q: 3 clusters Score -630890.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -630892.250000 Penalty: 4096.562988 Iteration 26Q: 3 clusters Score -630892.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -630894.687500 Penalty: 4096.562988 Iteration 27Q: 3 clusters Score -630894.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -630894.937500 Penalty: 4096.562988 Iteration 28Q: 3 clusters Score -630894.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -630895.937500 Penalty: 4096.562988 Iteration 29Q: 3 clusters Score -630895.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -630897.437500 Penalty: 4096.562988 Iteration 30Q: 3 clusters Score -630897.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -630897.437500 Penalty: 4096.562988 Iteration 31F: 3 clusters Score -630897.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Entering Unmasked Estep Score: -27001.240234 Penalty: 1348.643677 Iteration 0F: 2 clusters Score -27001.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -26013.232422 Penalty: 2697.287354 Iteration 0F: 3 clusters Score -26013.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -26180.716797 Penalty: 2697.287354 Iteration 1F: 3 clusters Score -26180.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26321.771484 Penalty: 2697.287354 Iteration 2F: 3 clusters Score -26321.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26337.248047 Penalty: 2697.287354 Iteration 3Q: 3 clusters Score -26337.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26341.046875 Penalty: 2697.287354 Iteration 4Q: 3 clusters Score -26341.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26341.046875 Penalty: 2697.287354 Iteration 5F: 3 clusters Score -26341.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20975 members Entering Unmasked Estep Score: -3571583.500000 Penalty: 2467.869629 Iteration 0F: 2 clusters Score -3571584 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -3556867.500000 Penalty: 4935.739258 Iteration 0F: 3 clusters Score -3556868 nChanged 9320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -3561739.500000 Penalty: 4935.739258 Iteration 1F: 3 clusters Score -3561740 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -3562064.250000 Penalty: 4935.739258 Iteration 2Q: 3 clusters Score -3562064 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -3562365.250000 Penalty: 4935.739258 Iteration 3Q: 3 clusters Score -3562365 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -3562618.750000 Penalty: 4935.739258 Iteration 4Q: 3 clusters Score -3562619 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -3562867.500000 Penalty: 4935.739258 Iteration 5Q: 3 clusters Score -3562868 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -3563157.250000 Penalty: 4935.739258 Iteration 6Q: 3 clusters Score -3563157 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -3563515.250000 Penalty: 4935.739258 Iteration 7Q: 3 clusters Score -3563515 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 13515 members Entering Unmasked Estep Score: -3563970.000000 Penalty: 4935.739258 Iteration 8Q: 3 clusters Score -3563970 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -3564621.000000 Penalty: 4935.739258 Iteration 9F: 3 clusters Score -3564621 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -3565376.500000 Penalty: 4935.739258 Iteration 10F: 3 clusters Score -3565376 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 16507 members Entering Unmasked Estep Score: -3566146.250000 Penalty: 4935.739258 Iteration 11F: 3 clusters Score -3566146 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 17495 members Entering Unmasked Estep Score: -3566943.250000 Penalty: 4935.739258 Iteration 12Q: 3 clusters Score -3566943 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 18340 members Entering Unmasked Estep Score: -3567665.750000 Penalty: 4935.739258 Iteration 13Q: 3 clusters Score -3567666 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -3568223.250000 Penalty: 4935.739258 Iteration 14Q: 3 clusters Score -3568223 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 19510 members Entering Unmasked Estep Score: -3568634.250000 Penalty: 4935.739258 Iteration 15Q: 3 clusters Score -3568634 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 19868 members Entering Unmasked Estep Score: -3568918.000000 Penalty: 4935.739258 Iteration 16Q: 3 clusters Score -3568918 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -3569092.750000 Penalty: 4935.739258 Iteration 17Q: 3 clusters Score -3569093 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -3569220.750000 Penalty: 4935.739258 Iteration 18Q: 3 clusters Score -3569221 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 20313 members Entering Unmasked Estep Score: -3569289.000000 Penalty: 4935.739258 Iteration 19Q: 3 clusters Score -3569289 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -3569349.000000 Penalty: 4935.739258 Iteration 20F: 3 clusters Score -3569349 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 20413 members Entering Unmasked Estep Score: -3569380.750000 Penalty: 4935.739258 Iteration 21Q: 3 clusters Score -3569381 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -3569401.000000 Penalty: 4935.739258 Iteration 22Q: 3 clusters Score -3569401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 20450 members Entering Unmasked Estep Score: -3569416.750000 Penalty: 4935.739258 Iteration 23Q: 3 clusters Score -3569417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 20463 members Entering Unmasked Estep Score: -3569426.500000 Penalty: 4935.739258 Iteration 24Q: 3 clusters Score -3569426 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -3569438.250000 Penalty: 4935.739258 Iteration 25Q: 3 clusters Score -3569438 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -3569443.250000 Penalty: 4935.739258 Iteration 26Q: 3 clusters Score -3569443 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -3569447.500000 Penalty: 4935.739258 Iteration 27Q: 3 clusters Score -3569448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 20494 members Entering Unmasked Estep Score: -3569452.000000 Penalty: 4935.739258 Iteration 28Q: 3 clusters Score -3569452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 20505 members Entering Unmasked Estep Score: -3569463.250000 Penalty: 4935.739258 Iteration 29Q: 3 clusters Score -3569463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 20512 members Entering Unmasked Estep Score: -3569474.750000 Penalty: 4935.739258 Iteration 30Q: 3 clusters Score -3569475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -3569480.750000 Penalty: 4935.739258 Iteration 31Q: 3 clusters Score -3569481 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 20525 members Entering Unmasked Estep Score: -3569482.500000 Penalty: 4935.739258 Iteration 32Q: 3 clusters Score -3569482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 20528 members Entering Unmasked Estep Score: -3569480.750000 Penalty: 4935.739258 Iteration 33Q: 3 clusters Score -3569481 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 20534 members Entering Unmasked Estep Score: -3569490.250000 Penalty: 4935.739258 Iteration 34Q: 3 clusters Score -3569490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -3569485.500000 Penalty: 4935.739258 Iteration 35Q: 3 clusters Score -3569486 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 20543 members Entering Unmasked Estep Score: -3569501.500000 Penalty: 4935.739258 Iteration 36Q: 3 clusters Score -3569502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -3569505.000000 Penalty: 4935.739258 Iteration 37Q: 3 clusters Score -3569505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 20547 members Entering Unmasked Estep Score: -3569508.250000 Penalty: 4935.739258 Iteration 38Q: 3 clusters Score -3569508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 20548 members Entering Unmasked Estep Score: -3569508.750000 Penalty: 4935.739258 Iteration 39Q: 3 clusters Score -3569509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 20551 members Entering Unmasked Estep Score: -3569511.250000 Penalty: 4935.739258 Iteration 40F: 3 clusters Score -3569511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 20554 members Entering Unmasked Estep Score: -3569513.500000 Penalty: 4935.739258 Iteration 41Q: 3 clusters Score -3569514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 20556 members Entering Unmasked Estep Score: -3569522.000000 Penalty: 4935.739258 Iteration 42Q: 3 clusters Score -3569522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -3569523.750000 Penalty: 4935.739258 Iteration 43Q: 3 clusters Score -3569524 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 20564 members Entering Unmasked Estep Score: -3569535.000000 Penalty: 4935.739258 Iteration 44Q: 3 clusters Score -3569535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3569537.500000 Penalty: 4935.739258 Iteration 45Q: 3 clusters Score -3569538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3569538.250000 Penalty: 4935.739258 Iteration 46Q: 3 clusters Score -3569538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3569538.250000 Penalty: 4935.739258 Iteration 47F: 3 clusters Score -3569538 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Entering Unmasked Estep Score: -892083.625000 Penalty: 2129.552490 Iteration 0F: 2 clusters Score -892083.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -887304.125000 Penalty: 4259.104980 Iteration 0F: 3 clusters Score -887304.1 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -888429.937500 Penalty: 4259.104980 Iteration 1F: 3 clusters Score -888429.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -888664.687500 Penalty: 4259.104980 Iteration 2F: 3 clusters Score -888664.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -888848.812500 Penalty: 4259.104980 Iteration 3F: 3 clusters Score -888848.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -888962.750000 Penalty: 4259.104980 Iteration 4Q: 3 clusters Score -888962.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -889062.875000 Penalty: 4259.104980 Iteration 5Q: 3 clusters Score -889062.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -889153.125000 Penalty: 4259.104980 Iteration 6Q: 3 clusters Score -889153.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -889219.375000 Penalty: 4259.104980 Iteration 7Q: 3 clusters Score -889219.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -889288.875000 Penalty: 4259.104980 Iteration 8Q: 3 clusters Score -889288.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -889368.500000 Penalty: 4259.104980 Iteration 9Q: 3 clusters Score -889368.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -889466.437500 Penalty: 4259.104980 Iteration 10Q: 3 clusters Score -889466.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -889596.125000 Penalty: 4259.104980 Iteration 11Q: 3 clusters Score -889596.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -889737.000000 Penalty: 4259.104980 Iteration 12Q: 3 clusters Score -889737 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -889874.625000 Penalty: 4259.104980 Iteration 13Q: 3 clusters Score -889874.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -890017.562500 Penalty: 4259.104980 Iteration 14Q: 3 clusters Score -890017.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -890156.000000 Penalty: 4259.104980 Iteration 15Q: 3 clusters Score -890156 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -890280.250000 Penalty: 4259.104980 Iteration 16Q: 3 clusters Score -890280.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -890356.937500 Penalty: 4259.104980 Iteration 17Q: 3 clusters Score -890356.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -890423.937500 Penalty: 4259.104980 Iteration 18Q: 3 clusters Score -890423.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -890467.937500 Penalty: 4259.104980 Iteration 19Q: 3 clusters Score -890467.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -890503.125000 Penalty: 4259.104980 Iteration 20F: 3 clusters Score -890503.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -890522.687500 Penalty: 4259.104980 Iteration 21Q: 3 clusters Score -890522.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -890536.312500 Penalty: 4259.104980 Iteration 22Q: 3 clusters Score -890536.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -890544.937500 Penalty: 4259.104980 Iteration 23Q: 3 clusters Score -890544.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -890550.250000 Penalty: 4259.104980 Iteration 24Q: 3 clusters Score -890550.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -890556.625000 Penalty: 4259.104980 Iteration 25Q: 3 clusters Score -890556.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -890561.062500 Penalty: 4259.104980 Iteration 26Q: 3 clusters Score -890561.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -890569.562500 Penalty: 4259.104980 Iteration 27Q: 3 clusters Score -890569.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -890574.750000 Penalty: 4259.104980 Iteration 28Q: 3 clusters Score -890574.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -890580.687500 Penalty: 4259.104980 Iteration 29Q: 3 clusters Score -890580.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -890588.437500 Penalty: 4259.104980 Iteration 30Q: 3 clusters Score -890588.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -890590.250000 Penalty: 4259.104980 Iteration 31Q: 3 clusters Score -890590.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -890595.812500 Penalty: 4259.104980 Iteration 32Q: 3 clusters Score -890595.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -890598.437500 Penalty: 4259.104980 Iteration 33Q: 3 clusters Score -890598.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -890599.375000 Penalty: 4259.104980 Iteration 34Q: 3 clusters Score -890599.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -890601.437500 Penalty: 4259.104980 Iteration 35Q: 3 clusters Score -890601.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -890603.250000 Penalty: 4259.104980 Iteration 36Q: 3 clusters Score -890603.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -890604.000000 Penalty: 4259.104980 Iteration 37Q: 3 clusters Score -890604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -890605.437500 Penalty: 4259.104980 Iteration 38Q: 3 clusters Score -890605.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -890605.437500 Penalty: 4259.104980 Iteration 39F: 3 clusters Score -890605.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -121416.578125 Penalty: 1651.822632 Iteration 0F: 2 clusters Score -121416.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -119695.671875 Penalty: 3303.645264 Iteration 0F: 3 clusters Score -119695.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -119993.460938 Penalty: 3303.645264 Iteration 1F: 3 clusters Score -119993.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -120137.984375 Penalty: 3303.645264 Iteration 2F: 3 clusters Score -120138 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -120238.296875 Penalty: 3303.645264 Iteration 3F: 3 clusters Score -120238.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -120310.773438 Penalty: 3303.645264 Iteration 4Q: 3 clusters Score -120310.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -120433.187500 Penalty: 3303.645264 Iteration 5Q: 3 clusters Score -120433.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -120614.687500 Penalty: 3303.645264 Iteration 6Q: 3 clusters Score -120614.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -120766.203125 Penalty: 3303.645264 Iteration 7Q: 3 clusters Score -120766.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -120930.851562 Penalty: 3303.645264 Iteration 8Q: 3 clusters Score -120930.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -121101.273438 Penalty: 3303.645264 Iteration 9Q: 3 clusters Score -121101.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -121271.578125 Penalty: 3303.645264 Iteration 10Q: 3 clusters Score -121271.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -121338.453125 Penalty: 3303.645264 Iteration 11Q: 3 clusters Score -121338.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -121381.367188 Penalty: 3303.645264 Iteration 12Q: 3 clusters Score -121381.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -121439.101562 Penalty: 3303.645264 Iteration 13Q: 3 clusters Score -121439.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -121466.546875 Penalty: 3303.645264 Iteration 14Q: 3 clusters Score -121466.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -121481.335938 Penalty: 3303.645264 Iteration 15Q: 3 clusters Score -121481.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -121481.335938 Penalty: 3303.645264 Iteration 16F: 3 clusters Score -121481.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64772 members Mstep: Class 6 contains 95039 members Mstep: Class 7 contains 67960 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70141 members Mstep: Class 11 contains 61588 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44328 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20975 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 401 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20597 members Mstep: Class 26 contains 28716 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67585 members Mstep: Class 30 contains 22977 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 380 members Entering Unmasked Estep Score: -106723432.000000 Penalty: 109634.609375 Splitting cluster 21 changes total score from -106724872.000000 to -106723432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (39929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39929 members Entering Unmasked Estep Score: -6604666.000000 Penalty: 2627.524902 Iteration 0F: 2 clusters Score -6604666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -6577678.500000 Penalty: 5255.049805 Iteration 0F: 3 clusters Score -6577678 nChanged 18333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19691 members Mstep: Class 2 contains 20238 members Entering Unmasked Estep Score: -6587619.500000 Penalty: 5255.049805 Iteration 1F: 3 clusters Score -6587620 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19428 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -6588087.000000 Penalty: 5255.049805 Iteration 2Q: 3 clusters Score -6588087 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19030 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -6588496.000000 Penalty: 5255.049805 Iteration 3Q: 3 clusters Score -6588496 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 21520 members Entering Unmasked Estep Score: -6588999.500000 Penalty: 5255.049805 Iteration 4Q: 3 clusters Score -6589000 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17488 members Mstep: Class 2 contains 22441 members Entering Unmasked Estep Score: -6589673.000000 Penalty: 5255.049805 Iteration 5Q: 3 clusters Score -6589673 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -6590570.500000 Penalty: 5255.049805 Iteration 6Q: 3 clusters Score -6590570 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 25419 members Entering Unmasked Estep Score: -6591860.500000 Penalty: 5255.049805 Iteration 7F: 3 clusters Score -6591860 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 27429 members Entering Unmasked Estep Score: -6593429.000000 Penalty: 5255.049805 Iteration 8F: 3 clusters Score -6593429 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 29609 members Entering Unmasked Estep Score: -6595210.000000 Penalty: 5255.049805 Iteration 9F: 3 clusters Score -6595210 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 31704 members Entering Unmasked Estep Score: -6596917.000000 Penalty: 5255.049805 Iteration 10F: 3 clusters Score -6596917 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 33574 members Entering Unmasked Estep Score: -6598517.500000 Penalty: 5255.049805 Iteration 11F: 3 clusters Score -6598518 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 35076 members Entering Unmasked Estep Score: -6599726.500000 Penalty: 5255.049805 Iteration 12Q: 3 clusters Score -6599726 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 36198 members Entering Unmasked Estep Score: -6600571.500000 Penalty: 5255.049805 Iteration 13Q: 3 clusters Score -6600572 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 36965 members Entering Unmasked Estep Score: -6601149.500000 Penalty: 5255.049805 Iteration 14Q: 3 clusters Score -6601150 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 37534 members Entering Unmasked Estep Score: -6601552.000000 Penalty: 5255.049805 Iteration 15Q: 3 clusters Score -6601552 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 37925 members Entering Unmasked Estep Score: -6601789.000000 Penalty: 5255.049805 Iteration 16Q: 3 clusters Score -6601789 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 38231 members Entering Unmasked Estep Score: -6601981.500000 Penalty: 5255.049805 Iteration 17Q: 3 clusters Score -6601982 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 38430 members Entering Unmasked Estep Score: -6602086.000000 Penalty: 5255.049805 Iteration 18Q: 3 clusters Score -6602086 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 38578 members Entering Unmasked Estep Score: -6602162.500000 Penalty: 5255.049805 Iteration 19Q: 3 clusters Score -6602162 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 38687 members Entering Unmasked Estep Score: -6602203.500000 Penalty: 5255.049805 Iteration 20F: 3 clusters Score -6602204 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 38773 members Entering Unmasked Estep Score: -6602231.000000 Penalty: 5255.049805 Iteration 21Q: 3 clusters Score -6602231 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 38848 members Entering Unmasked Estep Score: -6602259.500000 Penalty: 5255.049805 Iteration 22Q: 3 clusters Score -6602260 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 38899 members Entering Unmasked Estep Score: -6602309.500000 Penalty: 5255.049805 Iteration 23Q: 3 clusters Score -6602310 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 38948 members Entering Unmasked Estep Score: -6602335.000000 Penalty: 5255.049805 Iteration 24Q: 3 clusters Score -6602335 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 38986 members Entering Unmasked Estep Score: -6602363.000000 Penalty: 5255.049805 Iteration 25Q: 3 clusters Score -6602363 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 39010 members Entering Unmasked Estep Score: -6602371.000000 Penalty: 5255.049805 Iteration 26Q: 3 clusters Score -6602371 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 39030 members Entering Unmasked Estep Score: -6602392.000000 Penalty: 5255.049805 Iteration 27Q: 3 clusters Score -6602392 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 39048 members Entering Unmasked Estep Score: -6602404.000000 Penalty: 5255.049805 Iteration 28Q: 3 clusters Score -6602404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 39064 members Entering Unmasked Estep Score: -6602413.500000 Penalty: 5255.049805 Iteration 29Q: 3 clusters Score -6602414 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 39082 members Entering Unmasked Estep Score: -6602431.500000 Penalty: 5255.049805 Iteration 30Q: 3 clusters Score -6602432 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 39093 members Entering Unmasked Estep Score: -6602435.000000 Penalty: 5255.049805 Iteration 31Q: 3 clusters Score -6602435 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 39106 members Entering Unmasked Estep Score: -6602438.500000 Penalty: 5255.049805 Iteration 32Q: 3 clusters Score -6602438 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 39118 members Entering Unmasked Estep Score: -6602435.000000 Penalty: 5255.049805 Iteration 33Q: 3 clusters Score -6602435 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 39126 members Entering Unmasked Estep Score: -6602438.000000 Penalty: 5255.049805 Iteration 34Q: 3 clusters Score -6602438 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 39134 members Entering Unmasked Estep Score: -6602434.000000 Penalty: 5255.049805 Iteration 35Q: 3 clusters Score -6602434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -6602440.000000 Penalty: 5255.049805 Iteration 36Q: 3 clusters Score -6602440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 39147 members Entering Unmasked Estep Score: -6602444.000000 Penalty: 5255.049805 Iteration 37Q: 3 clusters Score -6602444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 39152 members Entering Unmasked Estep Score: -6602440.500000 Penalty: 5255.049805 Iteration 38Q: 3 clusters Score -6602440 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -6602439.000000 Penalty: 5255.049805 Iteration 39Q: 3 clusters Score -6602439 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 39160 members Entering Unmasked Estep Score: -6602451.500000 Penalty: 5255.049805 Iteration 40F: 3 clusters Score -6602452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 39162 members Entering Unmasked Estep Score: -6602457.500000 Penalty: 5255.049805 Iteration 41Q: 3 clusters Score -6602458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 39164 members Entering Unmasked Estep Score: -6602463.500000 Penalty: 5255.049805 Iteration 42Q: 3 clusters Score -6602464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 39165 members Entering Unmasked Estep Score: -6602471.500000 Penalty: 5255.049805 Iteration 43Q: 3 clusters Score -6602472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 39166 members Entering Unmasked Estep Score: -6602471.500000 Penalty: 5255.049805 Iteration 44Q: 3 clusters Score -6602472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 39166 members Entering Unmasked Estep Score: -6602471.500000 Penalty: 5255.049805 Iteration 45Q: 3 clusters Score -6602472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6602472.500000 Penalty: 5255.049805 Iteration 46Q: 3 clusters Score -6602472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6602472.500000 Penalty: 5255.049805 Iteration 47F: 3 clusters Score -6602472 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Entering Unmasked Estep Score: -430425.968750 Penalty: 1976.057373 Iteration 0F: 2 clusters Score -430426 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -427298.937500 Penalty: 3952.114746 Iteration 0F: 3 clusters Score -427298.9 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -428019.531250 Penalty: 3952.114746 Iteration 1F: 3 clusters Score -428019.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -428262.906250 Penalty: 3952.114746 Iteration 2F: 3 clusters Score -428262.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -428458.656250 Penalty: 3952.114746 Iteration 3F: 3 clusters Score -428458.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -428634.218750 Penalty: 3952.114746 Iteration 4Q: 3 clusters Score -428634.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -428764.093750 Penalty: 3952.114746 Iteration 5Q: 3 clusters Score -428764.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -428868.250000 Penalty: 3952.114746 Iteration 6Q: 3 clusters Score -428868.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -428952.343750 Penalty: 3952.114746 Iteration 7Q: 3 clusters Score -428952.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -429027.562500 Penalty: 3952.114746 Iteration 8Q: 3 clusters Score -429027.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -429085.125000 Penalty: 3952.114746 Iteration 9Q: 3 clusters Score -429085.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -429125.218750 Penalty: 3952.114746 Iteration 10Q: 3 clusters Score -429125.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -429156.625000 Penalty: 3952.114746 Iteration 11Q: 3 clusters Score -429156.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -429179.906250 Penalty: 3952.114746 Iteration 12Q: 3 clusters Score -429179.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -429208.906250 Penalty: 3952.114746 Iteration 13Q: 3 clusters Score -429208.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -429234.093750 Penalty: 3952.114746 Iteration 14Q: 3 clusters Score -429234.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -429262.000000 Penalty: 3952.114746 Iteration 15Q: 3 clusters Score -429262 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -429277.500000 Penalty: 3952.114746 Iteration 16Q: 3 clusters Score -429277.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -429294.750000 Penalty: 3952.114746 Iteration 17Q: 3 clusters Score -429294.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -429308.312500 Penalty: 3952.114746 Iteration 18Q: 3 clusters Score -429308.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -429317.968750 Penalty: 3952.114746 Iteration 19Q: 3 clusters Score -429318 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -429330.437500 Penalty: 3952.114746 Iteration 20F: 3 clusters Score -429330.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -429341.687500 Penalty: 3952.114746 Iteration 21Q: 3 clusters Score -429341.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -429353.156250 Penalty: 3952.114746 Iteration 22Q: 3 clusters Score -429353.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -429361.187500 Penalty: 3952.114746 Iteration 23Q: 3 clusters Score -429361.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -429367.125000 Penalty: 3952.114746 Iteration 24Q: 3 clusters Score -429367.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -429377.250000 Penalty: 3952.114746 Iteration 25Q: 3 clusters Score -429377.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -429384.937500 Penalty: 3952.114746 Iteration 26Q: 3 clusters Score -429384.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -429392.031250 Penalty: 3952.114746 Iteration 27Q: 3 clusters Score -429392 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -429398.343750 Penalty: 3952.114746 Iteration 28Q: 3 clusters Score -429398.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -429408.500000 Penalty: 3952.114746 Iteration 29Q: 3 clusters Score -429408.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -429421.500000 Penalty: 3952.114746 Iteration 30Q: 3 clusters Score -429421.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -429431.000000 Penalty: 3952.114746 Iteration 31Q: 3 clusters Score -429431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -429436.343750 Penalty: 3952.114746 Iteration 32Q: 3 clusters Score -429436.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -429443.312500 Penalty: 3952.114746 Iteration 33Q: 3 clusters Score -429443.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -429450.531250 Penalty: 3952.114746 Iteration 34Q: 3 clusters Score -429450.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -429452.750000 Penalty: 3952.114746 Iteration 35Q: 3 clusters Score -429452.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -429454.593750 Penalty: 3952.114746 Iteration 36Q: 3 clusters Score -429454.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -429454.562500 Penalty: 3952.114746 Iteration 37Q: 3 clusters Score -429454.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -429455.312500 Penalty: 3952.114746 Iteration 38Q: 3 clusters Score -429455.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -429455.312500 Penalty: 3952.114746 Iteration 39F: 3 clusters Score -429455.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Entering Unmasked Estep Score: -167858.406250 Penalty: 1743.652710 Iteration 0F: 2 clusters Score -167858.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -165805.875000 Penalty: 3487.305420 Iteration 0F: 3 clusters Score -165805.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -166219.875000 Penalty: 3487.305420 Iteration 1F: 3 clusters Score -166219.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -166363.921875 Penalty: 3487.305420 Iteration 2F: 3 clusters Score -166363.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -166456.031250 Penalty: 3487.305420 Iteration 3F: 3 clusters Score -166456 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -166533.078125 Penalty: 3487.305420 Iteration 4Q: 3 clusters Score -166533.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -166601.015625 Penalty: 3487.305420 Iteration 5Q: 3 clusters Score -166601 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -166641.796875 Penalty: 3487.305420 Iteration 6Q: 3 clusters Score -166641.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -166705.890625 Penalty: 3487.305420 Iteration 7Q: 3 clusters Score -166705.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -166785.125000 Penalty: 3487.305420 Iteration 8Q: 3 clusters Score -166785.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -166858.421875 Penalty: 3487.305420 Iteration 9Q: 3 clusters Score -166858.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -166940.687500 Penalty: 3487.305420 Iteration 10Q: 3 clusters Score -166940.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -166999.328125 Penalty: 3487.305420 Iteration 11Q: 3 clusters Score -166999.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -167082.593750 Penalty: 3487.305420 Iteration 12Q: 3 clusters Score -167082.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -167201.109375 Penalty: 3487.305420 Iteration 13Q: 3 clusters Score -167201.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -167270.734375 Penalty: 3487.305420 Iteration 14Q: 3 clusters Score -167270.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -167315.921875 Penalty: 3487.305420 Iteration 15Q: 3 clusters Score -167315.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -167367.046875 Penalty: 3487.305420 Iteration 16Q: 3 clusters Score -167367 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -167402.531250 Penalty: 3487.305420 Iteration 17Q: 3 clusters Score -167402.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -167418.531250 Penalty: 3487.305420 Iteration 18Q: 3 clusters Score -167418.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -167427.703125 Penalty: 3487.305420 Iteration 19Q: 3 clusters Score -167427.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -167436.250000 Penalty: 3487.305420 Iteration 20F: 3 clusters Score -167436.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -167444.734375 Penalty: 3487.305420 Iteration 21Q: 3 clusters Score -167444.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -167455.406250 Penalty: 3487.305420 Iteration 22Q: 3 clusters Score -167455.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -167465.218750 Penalty: 3487.305420 Iteration 23Q: 3 clusters Score -167465.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -167473.375000 Penalty: 3487.305420 Iteration 24Q: 3 clusters Score -167473.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -167478.718750 Penalty: 3487.305420 Iteration 25Q: 3 clusters Score -167478.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -167485.000000 Penalty: 3487.305420 Iteration 26Q: 3 clusters Score -167485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -167492.781250 Penalty: 3487.305420 Iteration 27Q: 3 clusters Score -167492.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -167494.046875 Penalty: 3487.305420 Iteration 28Q: 3 clusters Score -167494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -167494.046875 Penalty: 3487.305420 Iteration 29F: 3 clusters Score -167494 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (20597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20597 members Entering Unmasked Estep Score: -3444823.250000 Penalty: 2463.359375 Iteration 0F: 2 clusters Score -3444823 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -3430367.000000 Penalty: 4926.718750 Iteration 0F: 3 clusters Score -3430367 nChanged 9116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -3435465.250000 Penalty: 4926.718750 Iteration 1F: 3 clusters Score -3435465 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -3436020.750000 Penalty: 4926.718750 Iteration 2F: 3 clusters Score -3436021 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -3436614.750000 Penalty: 4926.718750 Iteration 3F: 3 clusters Score -3436615 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -3437316.750000 Penalty: 4926.718750 Iteration 4F: 3 clusters Score -3437317 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -3438127.250000 Penalty: 4926.718750 Iteration 5F: 3 clusters Score -3438127 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 16183 members Entering Unmasked Estep Score: -3439053.750000 Penalty: 4926.718750 Iteration 6F: 3 clusters Score -3439054 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 17315 members Entering Unmasked Estep Score: -3439981.250000 Penalty: 4926.718750 Iteration 7F: 3 clusters Score -3439981 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -3440772.250000 Penalty: 4926.718750 Iteration 8Q: 3 clusters Score -3440772 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -3441468.750000 Penalty: 4926.718750 Iteration 9Q: 3 clusters Score -3441469 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 19511 members Entering Unmasked Estep Score: -3441925.750000 Penalty: 4926.718750 Iteration 10Q: 3 clusters Score -3441926 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 19789 members Entering Unmasked Estep Score: -3442189.750000 Penalty: 4926.718750 Iteration 11Q: 3 clusters Score -3442190 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 19968 members Entering Unmasked Estep Score: -3442373.500000 Penalty: 4926.718750 Iteration 12Q: 3 clusters Score -3442374 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 20074 members Entering Unmasked Estep Score: -3442481.500000 Penalty: 4926.718750 Iteration 13Q: 3 clusters Score -3442482 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 20133 members Entering Unmasked Estep Score: -3442528.500000 Penalty: 4926.718750 Iteration 14Q: 3 clusters Score -3442528 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 20167 members Entering Unmasked Estep Score: -3442572.250000 Penalty: 4926.718750 Iteration 15Q: 3 clusters Score -3442572 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -3442600.000000 Penalty: 4926.718750 Iteration 16Q: 3 clusters Score -3442600 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -3442615.500000 Penalty: 4926.718750 Iteration 17Q: 3 clusters Score -3442616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 20217 members Entering Unmasked Estep Score: -3442629.750000 Penalty: 4926.718750 Iteration 18Q: 3 clusters Score -3442630 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 20229 members Entering Unmasked Estep Score: -3442647.000000 Penalty: 4926.718750 Iteration 19Q: 3 clusters Score -3442647 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 20237 members Entering Unmasked Estep Score: -3442652.500000 Penalty: 4926.718750 Iteration 20F: 3 clusters Score -3442652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 20241 members Entering Unmasked Estep Score: -3442661.000000 Penalty: 4926.718750 Iteration 21Q: 3 clusters Score -3442661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -3442668.250000 Penalty: 4926.718750 Iteration 22Q: 3 clusters Score -3442668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 20250 members Entering Unmasked Estep Score: -3442673.750000 Penalty: 4926.718750 Iteration 23Q: 3 clusters Score -3442674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 20257 members Entering Unmasked Estep Score: -3442682.000000 Penalty: 4926.718750 Iteration 24Q: 3 clusters Score -3442682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 20261 members Entering Unmasked Estep Score: -3442689.000000 Penalty: 4926.718750 Iteration 25Q: 3 clusters Score -3442689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -3442698.000000 Penalty: 4926.718750 Iteration 26Q: 3 clusters Score -3442698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -3442696.250000 Penalty: 4926.718750 Iteration 27Q: 3 clusters Score -3442696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -3442696.250000 Penalty: 4926.718750 Iteration 28F: 3 clusters Score -3442696 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28716 members Entering Unmasked Estep Score: -4771307.000000 Penalty: 2545.772217 Iteration 0F: 2 clusters Score -4771307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 14312 members Entering Unmasked Estep Score: -4751478.500000 Penalty: 5091.544434 Iteration 0F: 3 clusters Score -4751478 nChanged 12922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -4758576.000000 Penalty: 5091.544434 Iteration 1F: 3 clusters Score -4758576 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14019 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -4759019.000000 Penalty: 5091.544434 Iteration 2Q: 3 clusters Score -4759019 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 14913 members Entering Unmasked Estep Score: -4759429.500000 Penalty: 5091.544434 Iteration 3Q: 3 clusters Score -4759430 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 15196 members Entering Unmasked Estep Score: -4759878.500000 Penalty: 5091.544434 Iteration 4Q: 3 clusters Score -4759878 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 15563 members Entering Unmasked Estep Score: -4760386.000000 Penalty: 5091.544434 Iteration 5Q: 3 clusters Score -4760386 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 16071 members Entering Unmasked Estep Score: -4760904.000000 Penalty: 5091.544434 Iteration 6Q: 3 clusters Score -4760904 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 16681 members Entering Unmasked Estep Score: -4761434.500000 Penalty: 5091.544434 Iteration 7Q: 3 clusters Score -4761434 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 17402 members Entering Unmasked Estep Score: -4761961.000000 Penalty: 5091.544434 Iteration 8Q: 3 clusters Score -4761961 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 18193 members Entering Unmasked Estep Score: -4762511.000000 Penalty: 5091.544434 Iteration 9Q: 3 clusters Score -4762511 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 19059 members Entering Unmasked Estep Score: -4763057.000000 Penalty: 5091.544434 Iteration 10Q: 3 clusters Score -4763057 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 20049 members Entering Unmasked Estep Score: -4763660.500000 Penalty: 5091.544434 Iteration 11Q: 3 clusters Score -4763660 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 21112 members Entering Unmasked Estep Score: -4764338.000000 Penalty: 5091.544434 Iteration 12Q: 3 clusters Score -4764338 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -4765147.500000 Penalty: 5091.544434 Iteration 13Q: 3 clusters Score -4765148 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 23516 members Entering Unmasked Estep Score: -4766006.000000 Penalty: 5091.544434 Iteration 14Q: 3 clusters Score -4766006 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 24664 members Entering Unmasked Estep Score: -4766911.500000 Penalty: 5091.544434 Iteration 15Q: 3 clusters Score -4766912 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 25619 members Entering Unmasked Estep Score: -4767671.000000 Penalty: 5091.544434 Iteration 16Q: 3 clusters Score -4767671 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -4768256.000000 Penalty: 5091.544434 Iteration 17Q: 3 clusters Score -4768256 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 26860 members Entering Unmasked Estep Score: -4768619.500000 Penalty: 5091.544434 Iteration 18Q: 3 clusters Score -4768620 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 27198 members Entering Unmasked Estep Score: -4768832.500000 Penalty: 5091.544434 Iteration 19Q: 3 clusters Score -4768832 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 27428 members Entering Unmasked Estep Score: -4768965.000000 Penalty: 5091.544434 Iteration 20F: 3 clusters Score -4768965 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 27592 members Entering Unmasked Estep Score: -4769056.500000 Penalty: 5091.544434 Iteration 21Q: 3 clusters Score -4769056 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -4769123.500000 Penalty: 5091.544434 Iteration 22Q: 3 clusters Score -4769124 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 27786 members Entering Unmasked Estep Score: -4769158.000000 Penalty: 5091.544434 Iteration 23Q: 3 clusters Score -4769158 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 27854 members Entering Unmasked Estep Score: -4769207.000000 Penalty: 5091.544434 Iteration 24Q: 3 clusters Score -4769207 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 27897 members Entering Unmasked Estep Score: -4769234.500000 Penalty: 5091.544434 Iteration 25Q: 3 clusters Score -4769234 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 27937 members Entering Unmasked Estep Score: -4769255.000000 Penalty: 5091.544434 Iteration 26Q: 3 clusters Score -4769255 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 27965 members Entering Unmasked Estep Score: -4769277.500000 Penalty: 5091.544434 Iteration 27Q: 3 clusters Score -4769278 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 27983 members Entering Unmasked Estep Score: -4769289.000000 Penalty: 5091.544434 Iteration 28Q: 3 clusters Score -4769289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 28000 members Entering Unmasked Estep Score: -4769304.000000 Penalty: 5091.544434 Iteration 29Q: 3 clusters Score -4769304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 28009 members Entering Unmasked Estep Score: -4769310.500000 Penalty: 5091.544434 Iteration 30Q: 3 clusters Score -4769310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 28017 members Entering Unmasked Estep Score: -4769306.000000 Penalty: 5091.544434 Iteration 31Q: 3 clusters Score -4769306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 28022 members Entering Unmasked Estep Score: -4769306.500000 Penalty: 5091.544434 Iteration 32Q: 3 clusters Score -4769306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 28024 members Entering Unmasked Estep Score: -4769301.500000 Penalty: 5091.544434 Iteration 33Q: 3 clusters Score -4769302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 28025 members Entering Unmasked Estep Score: -4769307.000000 Penalty: 5091.544434 Iteration 34Q: 3 clusters Score -4769307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 28027 members Entering Unmasked Estep Score: -4769304.500000 Penalty: 5091.544434 Iteration 35Q: 3 clusters Score -4769304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 28028 members Entering Unmasked Estep Score: -4769308.500000 Penalty: 5091.544434 Iteration 36Q: 3 clusters Score -4769308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 28030 members Entering Unmasked Estep Score: -4769315.000000 Penalty: 5091.544434 Iteration 37Q: 3 clusters Score -4769315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 28032 members Entering Unmasked Estep Score: -4769309.500000 Penalty: 5091.544434 Iteration 38Q: 3 clusters Score -4769310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 28036 members Entering Unmasked Estep Score: -4769318.500000 Penalty: 5091.544434 Iteration 39Q: 3 clusters Score -4769318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 28042 members Entering Unmasked Estep Score: -4769318.000000 Penalty: 5091.544434 Iteration 40F: 3 clusters Score -4769318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 28043 members Entering Unmasked Estep Score: -4769317.500000 Penalty: 5091.544434 Iteration 41Q: 3 clusters Score -4769318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 28044 members Entering Unmasked Estep Score: -4769319.500000 Penalty: 5091.544434 Iteration 42Q: 3 clusters Score -4769320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 28046 members Entering Unmasked Estep Score: -4769318.500000 Penalty: 5091.544434 Iteration 43Q: 3 clusters Score -4769318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 28048 members Entering Unmasked Estep Score: -4769322.000000 Penalty: 5091.544434 Iteration 44Q: 3 clusters Score -4769322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 28049 members Entering Unmasked Estep Score: -4769323.500000 Penalty: 5091.544434 Iteration 45Q: 3 clusters Score -4769324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 28051 members Entering Unmasked Estep Score: -4769323.000000 Penalty: 5091.544434 Iteration 46Q: 3 clusters Score -4769323 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 28051 members Entering Unmasked Estep Score: -4769323.000000 Penalty: 5091.544434 Iteration 47F: 3 clusters Score -4769323 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Entering Unmasked Estep Score: -2081900.875000 Penalty: 2341.322510 Iteration 0F: 2 clusters Score -2081901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -2072631.750000 Penalty: 4682.645020 Iteration 0F: 3 clusters Score -2072632 nChanged 5299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -2075542.750000 Penalty: 4682.645020 Iteration 1F: 3 clusters Score -2075543 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -2076047.375000 Penalty: 4682.645020 Iteration 2F: 3 clusters Score -2076047 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -2076649.375000 Penalty: 4682.645020 Iteration 3F: 3 clusters Score -2076649 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -2077426.375000 Penalty: 4682.645020 Iteration 4F: 3 clusters Score -2077426 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -2078297.000000 Penalty: 4682.645020 Iteration 5F: 3 clusters Score -2078297 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -2079016.875000 Penalty: 4682.645020 Iteration 6F: 3 clusters Score -2079017 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -2079493.250000 Penalty: 4682.645020 Iteration 7F: 3 clusters Score -2079493 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -2079782.250000 Penalty: 4682.645020 Iteration 8Q: 3 clusters Score -2079782 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -2079965.125000 Penalty: 4682.645020 Iteration 9Q: 3 clusters Score -2079965 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -2080060.875000 Penalty: 4682.645020 Iteration 10Q: 3 clusters Score -2080061 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -2080119.750000 Penalty: 4682.645020 Iteration 11Q: 3 clusters Score -2080120 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -2080169.000000 Penalty: 4682.645020 Iteration 12Q: 3 clusters Score -2080169 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -2080198.625000 Penalty: 4682.645020 Iteration 13Q: 3 clusters Score -2080199 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -2080223.250000 Penalty: 4682.645020 Iteration 14Q: 3 clusters Score -2080223 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -2080242.375000 Penalty: 4682.645020 Iteration 15Q: 3 clusters Score -2080242 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -2080250.000000 Penalty: 4682.645020 Iteration 16Q: 3 clusters Score -2080250 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -2080254.625000 Penalty: 4682.645020 Iteration 17Q: 3 clusters Score -2080255 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -2080254.375000 Penalty: 4682.645020 Iteration 18Q: 3 clusters Score -2080254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -2080259.500000 Penalty: 4682.645020 Iteration 19Q: 3 clusters Score -2080260 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -2080259.375000 Penalty: 4682.645020 Iteration 20F: 3 clusters Score -2080259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -2080265.250000 Penalty: 4682.645020 Iteration 21Q: 3 clusters Score -2080265 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -2080265.750000 Penalty: 4682.645020 Iteration 22Q: 3 clusters Score -2080266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -2080267.125000 Penalty: 4682.645020 Iteration 23Q: 3 clusters Score -2080267 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -2080269.750000 Penalty: 4682.645020 Iteration 24Q: 3 clusters Score -2080270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -2080267.125000 Penalty: 4682.645020 Iteration 25Q: 3 clusters Score -2080267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -2080269.000000 Penalty: 4682.645020 Iteration 26Q: 3 clusters Score -2080269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -2080271.375000 Penalty: 4682.645020 Iteration 27Q: 3 clusters Score -2080271 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -2080272.750000 Penalty: 4682.645020 Iteration 28Q: 3 clusters Score -2080273 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -2080275.500000 Penalty: 4682.645020 Iteration 29Q: 3 clusters Score -2080276 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -2080271.125000 Penalty: 4682.645020 Iteration 30Q: 3 clusters Score -2080271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -2080271.875000 Penalty: 4682.645020 Iteration 31Q: 3 clusters Score -2080272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -2080273.375000 Penalty: 4682.645020 Iteration 32Q: 3 clusters Score -2080273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2080271.500000 Penalty: 4682.645020 Iteration 33Q: 3 clusters Score -2080272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -2080270.125000 Penalty: 4682.645020 Iteration 34Q: 3 clusters Score -2080270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -2080270.250000 Penalty: 4682.645020 Iteration 35Q: 3 clusters Score -2080270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2080271.000000 Penalty: 4682.645020 Iteration 36Q: 3 clusters Score -2080271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2080272.250000 Penalty: 4682.645020 Iteration 37Q: 3 clusters Score -2080272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2080272.250000 Penalty: 4682.645020 Iteration 38F: 3 clusters Score -2080272 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Entering Unmasked Estep Score: -23658.382812 Penalty: 1413.710083 Iteration 0F: 2 clusters Score -23658.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -22748.039062 Penalty: 2827.420166 Iteration 0F: 3 clusters Score -22748.04 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23334.871094 Penalty: 2827.420166 Iteration 1F: 3 clusters Score -23334.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23741.671875 Penalty: 2827.420166 Iteration 2F: 3 clusters Score -23741.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23882.904297 Penalty: 2827.420166 Iteration 3Q: 3 clusters Score -23882.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23964.564453 Penalty: 2827.420166 Iteration 4Q: 3 clusters Score -23964.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23995.574219 Penalty: 2827.420166 Iteration 5Q: 3 clusters Score -23995.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23999.144531 Penalty: 2827.420166 Iteration 6Q: 3 clusters Score -23999.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23999.144531 Penalty: 2827.420166 Iteration 7F: 3 clusters Score -23999.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64772 members Mstep: Class 6 contains 95039 members Mstep: Class 7 contains 67960 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70141 members Mstep: Class 11 contains 61588 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44328 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20975 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20597 members Mstep: Class 26 contains 28716 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 204 members Mstep: Class 29 contains 67585 members Mstep: Class 30 contains 22977 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 95 members Entering Unmasked Estep Score: -106723336.000000 Penalty: 109634.609375 Splitting cluster 28 changes total score from -106724872.000000 to -106723336.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (67585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67585 members Entering Unmasked Estep Score: -11248270.000000 Penalty: 2758.042969 Iteration 0F: 2 clusters Score -1.124827e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33898 members Mstep: Class 2 contains 33687 members Entering Unmasked Estep Score: -11202894.000000 Penalty: 5516.085938 Iteration 0F: 3 clusters Score -1.120289e+07 nChanged 31633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35019 members Mstep: Class 2 contains 32566 members Entering Unmasked Estep Score: -11221097.000000 Penalty: 5516.085938 Iteration 1F: 3 clusters Score -1.12211e+07 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36109 members Mstep: Class 2 contains 31476 members Entering Unmasked Estep Score: -11222264.000000 Penalty: 5516.085938 Iteration 2Q: 3 clusters Score -1.122226e+07 nChanged 3556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37771 members Mstep: Class 2 contains 29814 members Entering Unmasked Estep Score: -11223882.000000 Penalty: 5516.085938 Iteration 3F: 3 clusters Score -1.122388e+07 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40223 members Mstep: Class 2 contains 27362 members Entering Unmasked Estep Score: -11226098.000000 Penalty: 5516.085938 Iteration 4F: 3 clusters Score -1.12261e+07 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43424 members Mstep: Class 2 contains 24161 members Entering Unmasked Estep Score: -11228948.000000 Penalty: 5516.085938 Iteration 5F: 3 clusters Score -1.122895e+07 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47024 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -11231962.000000 Penalty: 5516.085938 Iteration 6F: 3 clusters Score -1.123196e+07 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50719 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -11235000.000000 Penalty: 5516.085938 Iteration 7F: 3 clusters Score -1.1235e+07 nChanged 3985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54298 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -11237545.000000 Penalty: 5516.085938 Iteration 8F: 3 clusters Score -1.123754e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57389 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -11239728.000000 Penalty: 5516.085938 Iteration 9Q: 3 clusters Score -1.123973e+07 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60068 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -11241506.000000 Penalty: 5516.085938 Iteration 10Q: 3 clusters Score -1.124151e+07 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62247 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -11243032.000000 Penalty: 5516.085938 Iteration 11Q: 3 clusters Score -1.124303e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63887 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -11244157.000000 Penalty: 5516.085938 Iteration 12Q: 3 clusters Score -1.124416e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65070 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -11244976.000000 Penalty: 5516.085938 Iteration 13Q: 3 clusters Score -1.124498e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65817 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -11245481.000000 Penalty: 5516.085938 Iteration 14Q: 3 clusters Score -1.124548e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66252 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -11245686.000000 Penalty: 5516.085938 Iteration 15Q: 3 clusters Score -1.124569e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66499 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -11245839.000000 Penalty: 5516.085938 Iteration 16Q: 3 clusters Score -1.124584e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66660 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -11245946.000000 Penalty: 5516.085938 Iteration 17Q: 3 clusters Score -1.124595e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66756 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -11246001.000000 Penalty: 5516.085938 Iteration 18Q: 3 clusters Score -1.1246e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66814 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -11246050.000000 Penalty: 5516.085938 Iteration 19Q: 3 clusters Score -1.124605e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66852 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -11246075.000000 Penalty: 5516.085938 Iteration 20F: 3 clusters Score -1.124608e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66885 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -11246080.000000 Penalty: 5516.085938 Iteration 21Q: 3 clusters Score -1.124608e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66903 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -11246114.000000 Penalty: 5516.085938 Iteration 22Q: 3 clusters Score -1.124611e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66915 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -11246126.000000 Penalty: 5516.085938 Iteration 23Q: 3 clusters Score -1.124613e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66926 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -11246151.000000 Penalty: 5516.085938 Iteration 24Q: 3 clusters Score -1.124615e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66933 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -11246148.000000 Penalty: 5516.085938 Iteration 25Q: 3 clusters Score -1.124615e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66943 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -11246136.000000 Penalty: 5516.085938 Iteration 26Q: 3 clusters Score -1.124614e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66947 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -11246138.000000 Penalty: 5516.085938 Iteration 27Q: 3 clusters Score -1.124614e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66949 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -11246141.000000 Penalty: 5516.085938 Iteration 28Q: 3 clusters Score -1.124614e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66950 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -11246134.000000 Penalty: 5516.085938 Iteration 29Q: 3 clusters Score -1.124613e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66954 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -11246147.000000 Penalty: 5516.085938 Iteration 30Q: 3 clusters Score -1.124615e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66955 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -11246142.000000 Penalty: 5516.085938 Iteration 31Q: 3 clusters Score -1.124614e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66956 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -11246150.000000 Penalty: 5516.085938 Iteration 32Q: 3 clusters Score -1.124615e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66956 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -11246150.000000 Penalty: 5516.085938 Iteration 33F: 3 clusters Score -1.124615e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (22977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22977 members Entering Unmasked Estep Score: -3808763.000000 Penalty: 2490.477783 Iteration 0F: 2 clusters Score -3808763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -3792692.000000 Penalty: 4980.955566 Iteration 0F: 3 clusters Score -3792692 nChanged 10202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -3798275.000000 Penalty: 4980.955566 Iteration 1F: 3 clusters Score -3798275 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -3798637.500000 Penalty: 4980.955566 Iteration 2Q: 3 clusters Score -3798638 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -3798921.500000 Penalty: 4980.955566 Iteration 3Q: 3 clusters Score -3798922 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -3799166.000000 Penalty: 4980.955566 Iteration 4Q: 3 clusters Score -3799166 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -3799403.750000 Penalty: 4980.955566 Iteration 5Q: 3 clusters Score -3799404 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -3799665.250000 Penalty: 4980.955566 Iteration 6Q: 3 clusters Score -3799665 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -3800000.250000 Penalty: 4980.955566 Iteration 7Q: 3 clusters Score -3800000 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -3800420.250000 Penalty: 4980.955566 Iteration 8Q: 3 clusters Score -3800420 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -3800997.000000 Penalty: 4980.955566 Iteration 9Q: 3 clusters Score -3800997 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -3801764.500000 Penalty: 4980.955566 Iteration 10F: 3 clusters Score -3801764 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18638 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -3802815.750000 Penalty: 4980.955566 Iteration 11F: 3 clusters Score -3802816 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19967 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -3803955.000000 Penalty: 4980.955566 Iteration 12F: 3 clusters Score -3803955 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -3804991.500000 Penalty: 4980.955566 Iteration 13Q: 3 clusters Score -3804992 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -3805681.000000 Penalty: 4980.955566 Iteration 14Q: 3 clusters Score -3805681 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22257 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -3806117.000000 Penalty: 4980.955566 Iteration 15Q: 3 clusters Score -3806117 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22477 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -3806351.500000 Penalty: 4980.955566 Iteration 16Q: 3 clusters Score -3806352 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22573 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -3806487.250000 Penalty: 4980.955566 Iteration 17Q: 3 clusters Score -3806487 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22614 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -3806535.750000 Penalty: 4980.955566 Iteration 18Q: 3 clusters Score -3806536 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22629 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -3806576.250000 Penalty: 4980.955566 Iteration 19Q: 3 clusters Score -3806576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -3806611.500000 Penalty: 4980.955566 Iteration 20F: 3 clusters Score -3806612 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22661 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3806624.750000 Penalty: 4980.955566 Iteration 21Q: 3 clusters Score -3806625 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22671 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3806641.250000 Penalty: 4980.955566 Iteration 22Q: 3 clusters Score -3806641 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3806644.000000 Penalty: 4980.955566 Iteration 23Q: 3 clusters Score -3806644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -3806646.750000 Penalty: 4980.955566 Iteration 24Q: 3 clusters Score -3806647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -3806650.000000 Penalty: 4980.955566 Iteration 25Q: 3 clusters Score -3806650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -3806652.250000 Penalty: 4980.955566 Iteration 26Q: 3 clusters Score -3806652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22682 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -3806663.500000 Penalty: 4980.955566 Iteration 27Q: 3 clusters Score -3806664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -3806668.000000 Penalty: 4980.955566 Iteration 28Q: 3 clusters Score -3806668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -3806670.500000 Penalty: 4980.955566 Iteration 29Q: 3 clusters Score -3806670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -3806678.500000 Penalty: 4980.955566 Iteration 30Q: 3 clusters Score -3806678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3806681.000000 Penalty: 4980.955566 Iteration 31Q: 3 clusters Score -3806681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22690 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -3806683.000000 Penalty: 4980.955566 Iteration 32Q: 3 clusters Score -3806683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22690 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -3806683.000000 Penalty: 4980.955566 Iteration 33F: 3 clusters Score -3806683 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Entering Unmasked Estep Score: -30341.259766 Penalty: 1372.280640 Iteration 0F: 2 clusters Score -30341.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -29185.005859 Penalty: 2744.561279 Iteration 0F: 3 clusters Score -29185.01 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -29273.923828 Penalty: 2744.561279 Iteration 1F: 3 clusters Score -29273.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -29309.121094 Penalty: 2744.561279 Iteration 2Q: 3 clusters Score -29309.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -29367.205078 Penalty: 2744.561279 Iteration 3Q: 3 clusters Score -29367.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29373.843750 Penalty: 2744.561279 Iteration 4Q: 3 clusters Score -29373.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -29386.486328 Penalty: 2744.561279 Iteration 5Q: 3 clusters Score -29386.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29388.205078 Penalty: 2744.561279 Iteration 6Q: 3 clusters Score -29388.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29388.205078 Penalty: 2744.561279 Iteration 7F: 3 clusters Score -29388.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -131648.937500 Penalty: 1669.883667 Iteration 0F: 2 clusters Score -131648.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -129843.625000 Penalty: 3339.767334 Iteration 0F: 3 clusters Score -129843.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -130109.062500 Penalty: 3339.767334 Iteration 1F: 3 clusters Score -130109.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -130255.945312 Penalty: 3339.767334 Iteration 2F: 3 clusters Score -130255.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -130383.093750 Penalty: 3339.767334 Iteration 3F: 3 clusters Score -130383.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -130546.453125 Penalty: 3339.767334 Iteration 4Q: 3 clusters Score -130546.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -130691.546875 Penalty: 3339.767334 Iteration 5Q: 3 clusters Score -130691.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -130823.265625 Penalty: 3339.767334 Iteration 6Q: 3 clusters Score -130823.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -130936.828125 Penalty: 3339.767334 Iteration 7Q: 3 clusters Score -130936.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -131059.500000 Penalty: 3339.767334 Iteration 8Q: 3 clusters Score -131059.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -131192.609375 Penalty: 3339.767334 Iteration 9Q: 3 clusters Score -131192.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -131351.140625 Penalty: 3339.767334 Iteration 10Q: 3 clusters Score -131351.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -131421.125000 Penalty: 3339.767334 Iteration 11Q: 3 clusters Score -131421.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -131481.734375 Penalty: 3339.767334 Iteration 12Q: 3 clusters Score -131481.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -131529.234375 Penalty: 3339.767334 Iteration 13Q: 3 clusters Score -131529.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -131553.578125 Penalty: 3339.767334 Iteration 14Q: 3 clusters Score -131553.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -131578.187500 Penalty: 3339.767334 Iteration 15Q: 3 clusters Score -131578.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -131587.515625 Penalty: 3339.767334 Iteration 16Q: 3 clusters Score -131587.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -131591.859375 Penalty: 3339.767334 Iteration 17Q: 3 clusters Score -131591.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -131596.015625 Penalty: 3339.767334 Iteration 18Q: 3 clusters Score -131596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -131599.468750 Penalty: 3339.767334 Iteration 19Q: 3 clusters Score -131599.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -131601.109375 Penalty: 3339.767334 Iteration 20F: 3 clusters Score -131601.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -131602.859375 Penalty: 3339.767334 Iteration 21Q: 3 clusters Score -131602.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -131602.859375 Penalty: 3339.767334 Iteration 22F: 3 clusters Score -131602.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64772 members Mstep: Class 6 contains 95039 members Mstep: Class 7 contains 67960 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4936 members Mstep: Class 10 contains 70141 members Mstep: Class 11 contains 61588 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44328 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20975 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20597 members Mstep: Class 26 contains 28716 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67585 members Mstep: Class 30 contains 22977 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106724880.000000 Penalty: 106312.351562 Iteration 119Q: 33 clusters Score -1.067249e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5844 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64778 members Mstep: Class 6 contains 95041 members Mstep: Class 7 contains 67959 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70136 members Mstep: Class 11 contains 61586 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44326 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 230 members Mstep: Class 19 contains 20982 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39929 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20599 members Mstep: Class 26 contains 28713 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67583 members Mstep: Class 30 contains 22976 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725320.000000 Penalty: 106312.351562 Iteration 120F: 33 clusters Score -1.067253e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5845 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64783 members Mstep: Class 6 contains 95040 members Mstep: Class 7 contains 67958 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70133 members Mstep: Class 11 contains 61584 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44325 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 20996 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39928 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20600 members Mstep: Class 26 contains 28713 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 317 members Mstep: Class 29 contains 67579 members Mstep: Class 30 contains 22971 members Mstep: Class 31 contains 253 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725816.000000 Penalty: 106312.351562 Iteration 121Q: 33 clusters Score -1.067258e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5846 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64790 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67955 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70129 members Mstep: Class 11 contains 61581 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44324 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21002 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39928 members Mstep: Class 23 contains 2888 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20600 members Mstep: Class 26 contains 28715 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 316 members Mstep: Class 29 contains 67575 members Mstep: Class 30 contains 22971 members Mstep: Class 31 contains 254 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725840.000000 Penalty: 106312.351562 Iteration 122Q: 33 clusters Score -1.067258e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5848 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64796 members Mstep: Class 6 contains 95036 members Mstep: Class 7 contains 67954 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70127 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44322 members Mstep: Class 16 contains 2472 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21009 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28717 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 314 members Mstep: Class 29 contains 67568 members Mstep: Class 30 contains 22968 members Mstep: Class 31 contains 256 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725752.000000 Penalty: 106312.351562 Iteration 123Q: 33 clusters Score -1.067258e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5850 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64799 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67954 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70124 members Mstep: Class 11 contains 61580 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44317 members Mstep: Class 16 contains 2472 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21016 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2885 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28717 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 313 members Mstep: Class 29 contains 67565 members Mstep: Class 30 contains 22967 members Mstep: Class 31 contains 257 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725776.000000 Penalty: 106312.351562 Iteration 124Q: 33 clusters Score -1.067258e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5852 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64804 members Mstep: Class 6 contains 95041 members Mstep: Class 7 contains 67954 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70124 members Mstep: Class 11 contains 61576 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44309 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21025 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2883 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28720 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 312 members Mstep: Class 29 contains 67558 members Mstep: Class 30 contains 22966 members Mstep: Class 31 contains 258 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725800.000000 Penalty: 106312.351562 Iteration 125Q: 33 clusters Score -1.067258e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5852 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64806 members Mstep: Class 6 contains 95043 members Mstep: Class 7 contains 67952 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70122 members Mstep: Class 11 contains 61578 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44309 members Mstep: Class 16 contains 2465 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21032 members Mstep: Class 20 contains 5361 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39925 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28723 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 310 members Mstep: Class 29 contains 67555 members Mstep: Class 30 contains 22964 members Mstep: Class 31 contains 260 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725856.000000 Penalty: 106312.351562 Iteration 126Q: 33 clusters Score -1.067259e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5853 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64809 members Mstep: Class 6 contains 95042 members Mstep: Class 7 contains 67951 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70117 members Mstep: Class 11 contains 61580 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44308 members Mstep: Class 16 contains 2464 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21036 members Mstep: Class 20 contains 5360 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39925 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28725 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 309 members Mstep: Class 29 contains 67554 members Mstep: Class 30 contains 22963 members Mstep: Class 31 contains 261 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725936.000000 Penalty: 106312.351562 Iteration 127Q: 33 clusters Score -1.067259e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5854 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64813 members Mstep: Class 6 contains 95040 members Mstep: Class 7 contains 67948 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70114 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44306 members Mstep: Class 16 contains 2461 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21045 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39925 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28729 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 308 members Mstep: Class 29 contains 67552 members Mstep: Class 30 contains 22963 members Mstep: Class 31 contains 262 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725928.000000 Penalty: 106312.351562 Iteration 128Q: 33 clusters Score -1.067259e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64817 members Mstep: Class 6 contains 95040 members Mstep: Class 7 contains 67947 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70109 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44301 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21060 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28728 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67543 members Mstep: Class 30 contains 22963 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726064.000000 Penalty: 106312.351562 Iteration 129Q: 33 clusters Score -1.067261e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64821 members Mstep: Class 6 contains 95041 members Mstep: Class 7 contains 67946 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4935 members Mstep: Class 10 contains 70107 members Mstep: Class 11 contains 61577 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44291 members Mstep: Class 16 contains 2461 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21070 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20601 members Mstep: Class 26 contains 28732 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67539 members Mstep: Class 30 contains 22962 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725960.000000 Penalty: 106312.351562 Iteration 130Q: 33 clusters Score -1.06726e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64822 members Mstep: Class 6 contains 95042 members Mstep: Class 7 contains 67946 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70104 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44286 members Mstep: Class 16 contains 2462 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21079 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28732 members Mstep: Class 27 contains 12592 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67533 members Mstep: Class 30 contains 22962 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725968.000000 Penalty: 106312.351562 Iteration 131Q: 33 clusters Score -1.06726e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95043 members Mstep: Class 7 contains 67944 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44283 members Mstep: Class 16 contains 2462 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21086 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28732 members Mstep: Class 27 contains 12591 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67530 members Mstep: Class 30 contains 22963 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725976.000000 Penalty: 106312.351562 Iteration 132Q: 33 clusters Score -1.06726e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95045 members Mstep: Class 7 contains 67941 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44279 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21095 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28734 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67525 members Mstep: Class 30 contains 22965 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725976.000000 Penalty: 106312.351562 Iteration 133Q: 33 clusters Score -1.06726e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95044 members Mstep: Class 7 contains 67939 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44275 members Mstep: Class 16 contains 2463 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21102 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28735 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67520 members Mstep: Class 30 contains 22966 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725984.000000 Penalty: 106312.351562 Iteration 134Q: 33 clusters Score -1.06726e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95040 members Mstep: Class 7 contains 67938 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44265 members Mstep: Class 16 contains 2470 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21108 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28740 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67517 members Mstep: Class 30 contains 22966 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106725992.000000 Penalty: 106312.351562 Iteration 135Q: 33 clusters Score -1.06726e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67938 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44256 members Mstep: Class 16 contains 2472 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21116 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28749 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67512 members Mstep: Class 30 contains 22966 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726032.000000 Penalty: 106312.351562 Iteration 136Q: 33 clusters Score -1.06726e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67940 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44244 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21119 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28750 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67511 members Mstep: Class 30 contains 22965 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726040.000000 Penalty: 106312.351562 Iteration 137Q: 33 clusters Score -1.06726e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 67937 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44239 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21124 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28754 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67511 members Mstep: Class 30 contains 22965 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726048.000000 Penalty: 106312.351562 Iteration 138Q: 33 clusters Score -1.06726e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95036 members Mstep: Class 7 contains 67937 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44230 members Mstep: Class 16 contains 2482 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21128 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28754 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67512 members Mstep: Class 30 contains 22965 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726024.000000 Penalty: 106312.351562 Iteration 139Q: 33 clusters Score -1.06726e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95037 members Mstep: Class 7 contains 67930 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44230 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21133 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28754 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67512 members Mstep: Class 30 contains 22968 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726176.000000 Penalty: 106312.351562 Iteration 140F: 33 clusters Score -1.067262e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95036 members Mstep: Class 7 contains 67928 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44224 members Mstep: Class 16 contains 2481 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21138 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12590 members Mstep: Class 28 contains 307 members Mstep: Class 29 contains 67511 members Mstep: Class 30 contains 22968 members Mstep: Class 31 contains 268 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726352.000000 Penalty: 106312.351562 Iteration 141Q: 33 clusters Score -1.067264e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95036 members Mstep: Class 7 contains 67930 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44221 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21144 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28760 members Mstep: Class 27 contains 12589 members Mstep: Class 28 contains 302 members Mstep: Class 29 contains 67510 members Mstep: Class 30 contains 22965 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726528.000000 Penalty: 106312.351562 Iteration 142Q: 33 clusters Score -1.067265e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67925 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44211 members Mstep: Class 16 contains 2483 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21154 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28761 members Mstep: Class 27 contains 12589 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67509 members Mstep: Class 30 contains 22967 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726560.000000 Penalty: 106312.351562 Iteration 143Q: 33 clusters Score -1.067266e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5855 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 67922 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44202 members Mstep: Class 16 contains 2488 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21161 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28761 members Mstep: Class 27 contains 12589 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67508 members Mstep: Class 30 contains 22969 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726504.000000 Penalty: 106312.351562 Iteration 144Q: 33 clusters Score -1.067265e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95033 members Mstep: Class 7 contains 67918 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44194 members Mstep: Class 16 contains 2492 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21169 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28759 members Mstep: Class 27 contains 12589 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67507 members Mstep: Class 30 contains 22972 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726520.000000 Penalty: 106312.351562 Iteration 145Q: 33 clusters Score -1.067265e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95035 members Mstep: Class 7 contains 67913 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44187 members Mstep: Class 16 contains 2494 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21180 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28760 members Mstep: Class 27 contains 12589 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67502 members Mstep: Class 30 contains 22973 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726480.000000 Penalty: 106312.351562 Iteration 146Q: 33 clusters Score -1.067265e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95034 members Mstep: Class 7 contains 67908 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44182 members Mstep: Class 16 contains 2498 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21192 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67499 members Mstep: Class 30 contains 22973 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726504.000000 Penalty: 106312.351562 Iteration 147Q: 33 clusters Score -1.067265e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95033 members Mstep: Class 7 contains 67905 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44176 members Mstep: Class 16 contains 2499 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21197 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28760 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67498 members Mstep: Class 30 contains 22976 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726504.000000 Penalty: 106312.351562 Iteration 148Q: 33 clusters Score -1.067265e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95033 members Mstep: Class 7 contains 67905 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44169 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21199 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67497 members Mstep: Class 30 contains 22979 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726552.000000 Penalty: 106312.351562 Iteration 149Q: 33 clusters Score -1.067266e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95032 members Mstep: Class 7 contains 67903 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44166 members Mstep: Class 16 contains 2505 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21200 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67497 members Mstep: Class 30 contains 22983 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726608.000000 Penalty: 106312.351562 Iteration 150Q: 33 clusters Score -1.067266e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 67901 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44166 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21200 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67497 members Mstep: Class 30 contains 22985 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726624.000000 Penalty: 106312.351562 Iteration 151Q: 33 clusters Score -1.067266e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 67900 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44163 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21202 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67497 members Mstep: Class 30 contains 22987 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726616.000000 Penalty: 106312.351562 Iteration 152Q: 33 clusters Score -1.067266e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 67900 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44162 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21205 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67494 members Mstep: Class 30 contains 22988 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726608.000000 Penalty: 106312.351562 Iteration 153Q: 33 clusters Score -1.067266e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95030 members Mstep: Class 7 contains 67900 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44159 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21209 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28758 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67492 members Mstep: Class 30 contains 22988 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726624.000000 Penalty: 106312.351562 Iteration 154Q: 33 clusters Score -1.067266e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95028 members Mstep: Class 7 contains 67899 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44159 members Mstep: Class 16 contains 2511 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21214 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28759 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67489 members Mstep: Class 30 contains 22986 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726616.000000 Penalty: 106312.351562 Iteration 155Q: 33 clusters Score -1.067266e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95028 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44158 members Mstep: Class 16 contains 2512 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21219 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28760 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67486 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726584.000000 Penalty: 106312.351562 Iteration 156Q: 33 clusters Score -1.067266e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95028 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44154 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21225 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28761 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67482 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726584.000000 Penalty: 106312.351562 Iteration 157Q: 33 clusters Score -1.067266e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95025 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44150 members Mstep: Class 16 contains 2516 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21235 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67477 members Mstep: Class 30 contains 22982 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726520.000000 Penalty: 106312.351562 Iteration 158Q: 33 clusters Score -1.067265e+08 nChanged 19 Entering ConstructFrom: Score: -106726520.000000 Penalty: 106312.351562 Entering ConstructFrom: Trying to split cluster 1 (2354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Entering Unmasked Estep Score: -369977.500000 Penalty: 1925.440063 Iteration 0F: 2 clusters Score -369977.5 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 1166 members Entering Unmasked Estep Score: -367125.562500 Penalty: 3850.880127 Iteration 0F: 3 clusters Score -367125.6 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -367872.875000 Penalty: 3850.880127 Iteration 1F: 3 clusters Score -367872.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -368163.343750 Penalty: 3850.880127 Iteration 2F: 3 clusters Score -368163.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -368447.750000 Penalty: 3850.880127 Iteration 3F: 3 clusters Score -368447.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -368760.812500 Penalty: 3850.880127 Iteration 4F: 3 clusters Score -368760.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -369001.625000 Penalty: 3850.880127 Iteration 5F: 3 clusters Score -369001.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -369149.812500 Penalty: 3850.880127 Iteration 6Q: 3 clusters Score -369149.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -369235.625000 Penalty: 3850.880127 Iteration 7Q: 3 clusters Score -369235.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -369308.375000 Penalty: 3850.880127 Iteration 8Q: 3 clusters Score -369308.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -369353.750000 Penalty: 3850.880127 Iteration 9Q: 3 clusters Score -369353.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -369390.968750 Penalty: 3850.880127 Iteration 10Q: 3 clusters Score -369391 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -369418.406250 Penalty: 3850.880127 Iteration 11Q: 3 clusters Score -369418.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -369437.593750 Penalty: 3850.880127 Iteration 12Q: 3 clusters Score -369437.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -369454.812500 Penalty: 3850.880127 Iteration 13Q: 3 clusters Score -369454.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -369469.468750 Penalty: 3850.880127 Iteration 14Q: 3 clusters Score -369469.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -369475.750000 Penalty: 3850.880127 Iteration 15Q: 3 clusters Score -369475.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -369482.375000 Penalty: 3850.880127 Iteration 16Q: 3 clusters Score -369482.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -369496.156250 Penalty: 3850.880127 Iteration 17Q: 3 clusters Score -369496.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -369506.781250 Penalty: 3850.880127 Iteration 18Q: 3 clusters Score -369506.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -369518.031250 Penalty: 3850.880127 Iteration 19Q: 3 clusters Score -369518 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -369526.156250 Penalty: 3850.880127 Iteration 20F: 3 clusters Score -369526.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -369529.750000 Penalty: 3850.880127 Iteration 21Q: 3 clusters Score -369529.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -369533.906250 Penalty: 3850.880127 Iteration 22Q: 3 clusters Score -369533.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -369535.062500 Penalty: 3850.880127 Iteration 23Q: 3 clusters Score -369535.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -369537.312500 Penalty: 3850.880127 Iteration 24Q: 3 clusters Score -369537.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -369537.125000 Penalty: 3850.880127 Iteration 25Q: 3 clusters Score -369537.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -369537.125000 Penalty: 3850.880127 Iteration 26F: 3 clusters Score -369537.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Entering Unmasked Estep Score: -957297.375000 Penalty: 2151.455078 Iteration 0F: 2 clusters Score -957297.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -952205.937500 Penalty: 4302.910156 Iteration 0F: 3 clusters Score -952205.9 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -953391.875000 Penalty: 4302.910156 Iteration 1F: 3 clusters Score -953391.9 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -953644.750000 Penalty: 4302.910156 Iteration 2F: 3 clusters Score -953644.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -953847.812500 Penalty: 4302.910156 Iteration 3F: 3 clusters Score -953847.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -954039.875000 Penalty: 4302.910156 Iteration 4Q: 3 clusters Score -954039.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -954229.687500 Penalty: 4302.910156 Iteration 5Q: 3 clusters Score -954229.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -954395.937500 Penalty: 4302.910156 Iteration 6Q: 3 clusters Score -954395.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -954557.625000 Penalty: 4302.910156 Iteration 7Q: 3 clusters Score -954557.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -954708.187500 Penalty: 4302.910156 Iteration 8Q: 3 clusters Score -954708.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -954842.187500 Penalty: 4302.910156 Iteration 9Q: 3 clusters Score -954842.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -954966.687500 Penalty: 4302.910156 Iteration 10Q: 3 clusters Score -954966.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -955067.312500 Penalty: 4302.910156 Iteration 11Q: 3 clusters Score -955067.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -955155.687500 Penalty: 4302.910156 Iteration 12Q: 3 clusters Score -955155.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -955249.437500 Penalty: 4302.910156 Iteration 13Q: 3 clusters Score -955249.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -955332.125000 Penalty: 4302.910156 Iteration 14Q: 3 clusters Score -955332.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -955396.500000 Penalty: 4302.910156 Iteration 15Q: 3 clusters Score -955396.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -955438.687500 Penalty: 4302.910156 Iteration 16Q: 3 clusters Score -955438.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -955464.125000 Penalty: 4302.910156 Iteration 17Q: 3 clusters Score -955464.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -955484.437500 Penalty: 4302.910156 Iteration 18Q: 3 clusters Score -955484.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -955513.125000 Penalty: 4302.910156 Iteration 19Q: 3 clusters Score -955513.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -955539.312500 Penalty: 4302.910156 Iteration 20F: 3 clusters Score -955539.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -955566.812500 Penalty: 4302.910156 Iteration 21Q: 3 clusters Score -955566.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -955591.687500 Penalty: 4302.910156 Iteration 22Q: 3 clusters Score -955591.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -955620.000000 Penalty: 4302.910156 Iteration 23Q: 3 clusters Score -955620 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -955644.187500 Penalty: 4302.910156 Iteration 24Q: 3 clusters Score -955644.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -955659.625000 Penalty: 4302.910156 Iteration 25Q: 3 clusters Score -955659.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -955675.250000 Penalty: 4302.910156 Iteration 26Q: 3 clusters Score -955675.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -955695.312500 Penalty: 4302.910156 Iteration 27Q: 3 clusters Score -955695.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -955711.812500 Penalty: 4302.910156 Iteration 28Q: 3 clusters Score -955711.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -955730.062500 Penalty: 4302.910156 Iteration 29Q: 3 clusters Score -955730.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -955735.500000 Penalty: 4302.910156 Iteration 30Q: 3 clusters Score -955735.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -955742.625000 Penalty: 4302.910156 Iteration 31Q: 3 clusters Score -955742.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -955751.625000 Penalty: 4302.910156 Iteration 32Q: 3 clusters Score -955751.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -955759.500000 Penalty: 4302.910156 Iteration 33Q: 3 clusters Score -955759.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -955766.375000 Penalty: 4302.910156 Iteration 34Q: 3 clusters Score -955766.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -955772.062500 Penalty: 4302.910156 Iteration 35Q: 3 clusters Score -955772.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -955781.187500 Penalty: 4302.910156 Iteration 36Q: 3 clusters Score -955781.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -955794.125000 Penalty: 4302.910156 Iteration 37Q: 3 clusters Score -955794.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -955802.375000 Penalty: 4302.910156 Iteration 38Q: 3 clusters Score -955802.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -955809.687500 Penalty: 4302.910156 Iteration 39Q: 3 clusters Score -955809.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -955818.375000 Penalty: 4302.910156 Iteration 40F: 3 clusters Score -955818.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -955825.125000 Penalty: 4302.910156 Iteration 41Q: 3 clusters Score -955825.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -955828.000000 Penalty: 4302.910156 Iteration 42Q: 3 clusters Score -955828 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -955832.687500 Penalty: 4302.910156 Iteration 43Q: 3 clusters Score -955832.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -955839.000000 Penalty: 4302.910156 Iteration 44Q: 3 clusters Score -955839 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -955839.000000 Penalty: 4302.910156 Iteration 45Q: 3 clusters Score -955839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -955839.187500 Penalty: 4302.910156 Iteration 46Q: 3 clusters Score -955839.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -955840.875000 Penalty: 4302.910156 Iteration 47Q: 3 clusters Score -955840.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -955841.750000 Penalty: 4302.910156 Iteration 48Q: 3 clusters Score -955841.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -955841.750000 Penalty: 4302.910156 Iteration 49Q: 3 clusters Score -955841.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -955842.875000 Penalty: 4302.910156 Iteration 50Q: 3 clusters Score -955842.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -955845.000000 Penalty: 4302.910156 Iteration 51Q: 3 clusters Score -955845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -955843.687500 Penalty: 4302.910156 Iteration 52Q: 3 clusters Score -955843.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -955844.875000 Penalty: 4302.910156 Iteration 53Q: 3 clusters Score -955844.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -955845.187500 Penalty: 4302.910156 Iteration 54Q: 3 clusters Score -955845.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -955844.937500 Penalty: 4302.910156 Iteration 55Q: 3 clusters Score -955844.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -955847.500000 Penalty: 4302.910156 Iteration 56Q: 3 clusters Score -955847.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -955848.062500 Penalty: 4302.910156 Iteration 57Q: 3 clusters Score -955848.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -955848.375000 Penalty: 4302.910156 Iteration 58Q: 3 clusters Score -955848.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -955846.812500 Penalty: 4302.910156 Iteration 59Q: 3 clusters Score -955846.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -955846.937500 Penalty: 4302.910156 Iteration 60F: 3 clusters Score -955846.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -74567.875000 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -74567.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -73046.578125 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -73046.58 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -73247.835938 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -73247.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -73317.718750 Penalty: 3099.987793 Iteration 2Q: 3 clusters Score -73317.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -73344.765625 Penalty: 3099.987793 Iteration 3Q: 3 clusters Score -73344.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -73356.585938 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -73356.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -73365.593750 Penalty: 3099.987793 Iteration 5Q: 3 clusters Score -73365.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -73373.250000 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -73373.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -73380.210938 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -73380.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -73393.187500 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -73393.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -73408.757812 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -73408.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -73432.945312 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -73432.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -73439.195312 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -73439.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -73453.296875 Penalty: 3099.987793 Iteration 12Q: 3 clusters Score -73453.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -73456.750000 Penalty: 3099.987793 Iteration 13Q: 3 clusters Score -73456.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -73459.875000 Penalty: 3099.987793 Iteration 14Q: 3 clusters Score -73459.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -73459.875000 Penalty: 3099.987793 Iteration 15F: 3 clusters Score -73459.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Entering Unmasked Estep Score: -266857.843750 Penalty: 1843.988647 Iteration 0F: 2 clusters Score -266857.8 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 850 members Entering Unmasked Estep Score: -264410.781250 Penalty: 3687.977295 Iteration 0F: 3 clusters Score -264410.8 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -264852.156250 Penalty: 3687.977295 Iteration 1F: 3 clusters Score -264852.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -264999.906250 Penalty: 3687.977295 Iteration 2F: 3 clusters Score -264999.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -265147.687500 Penalty: 3687.977295 Iteration 3F: 3 clusters Score -265147.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -265311.750000 Penalty: 3687.977295 Iteration 4F: 3 clusters Score -265311.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -265453.687500 Penalty: 3687.977295 Iteration 5F: 3 clusters Score -265453.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -265642.437500 Penalty: 3687.977295 Iteration 6F: 3 clusters Score -265642.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -265761.156250 Penalty: 3687.977295 Iteration 7Q: 3 clusters Score -265761.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -265834.906250 Penalty: 3687.977295 Iteration 8Q: 3 clusters Score -265834.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -265893.625000 Penalty: 3687.977295 Iteration 9Q: 3 clusters Score -265893.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -265942.062500 Penalty: 3687.977295 Iteration 10Q: 3 clusters Score -265942.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -265971.937500 Penalty: 3687.977295 Iteration 11Q: 3 clusters Score -265971.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -265996.843750 Penalty: 3687.977295 Iteration 12Q: 3 clusters Score -265996.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -266014.437500 Penalty: 3687.977295 Iteration 13Q: 3 clusters Score -266014.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -266030.000000 Penalty: 3687.977295 Iteration 14Q: 3 clusters Score -266030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -266041.593750 Penalty: 3687.977295 Iteration 15Q: 3 clusters Score -266041.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -266048.843750 Penalty: 3687.977295 Iteration 16Q: 3 clusters Score -266048.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -266052.156250 Penalty: 3687.977295 Iteration 17Q: 3 clusters Score -266052.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -266054.187500 Penalty: 3687.977295 Iteration 18Q: 3 clusters Score -266054.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -266056.343750 Penalty: 3687.977295 Iteration 19Q: 3 clusters Score -266056.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -266057.468750 Penalty: 3687.977295 Iteration 20F: 3 clusters Score -266057.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -266058.375000 Penalty: 3687.977295 Iteration 21Q: 3 clusters Score -266058.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -266059.125000 Penalty: 3687.977295 Iteration 22Q: 3 clusters Score -266059.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -266059.312500 Penalty: 3687.977295 Iteration 23Q: 3 clusters Score -266059.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -266059.312500 Penalty: 3687.977295 Iteration 24F: 3 clusters Score -266059.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (64823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64823 members Entering Unmasked Estep Score: -10883927.000000 Penalty: 2747.695068 Iteration 0F: 2 clusters Score -1.088393e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32463 members Mstep: Class 2 contains 32360 members Entering Unmasked Estep Score: -10842592.000000 Penalty: 5495.390137 Iteration 0F: 3 clusters Score -1.084259e+07 nChanged 30143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33686 members Mstep: Class 2 contains 31137 members Entering Unmasked Estep Score: -10859646.000000 Penalty: 5495.390137 Iteration 1F: 3 clusters Score -1.085965e+07 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34512 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -10860490.000000 Penalty: 5495.390137 Iteration 2Q: 3 clusters Score -1.086049e+07 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35616 members Mstep: Class 2 contains 29207 members Entering Unmasked Estep Score: -10861404.000000 Penalty: 5495.390137 Iteration 3Q: 3 clusters Score -1.08614e+07 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37087 members Mstep: Class 2 contains 27736 members Entering Unmasked Estep Score: -10862420.000000 Penalty: 5495.390137 Iteration 4Q: 3 clusters Score -1.086242e+07 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38931 members Mstep: Class 2 contains 25892 members Entering Unmasked Estep Score: -10863690.000000 Penalty: 5495.390137 Iteration 5Q: 3 clusters Score -1.086369e+07 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41149 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -10865073.000000 Penalty: 5495.390137 Iteration 6F: 3 clusters Score -1.086507e+07 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43916 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -10866667.000000 Penalty: 5495.390137 Iteration 7F: 3 clusters Score -1.086667e+07 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47194 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -10868800.000000 Penalty: 5495.390137 Iteration 8F: 3 clusters Score -1.08688e+07 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51027 members Mstep: Class 2 contains 13796 members Entering Unmasked Estep Score: -10871530.000000 Penalty: 5495.390137 Iteration 9F: 3 clusters Score -1.087153e+07 nChanged 4132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55133 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -10874660.000000 Penalty: 5495.390137 Iteration 10F: 3 clusters Score -1.087466e+07 nChanged 3720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58849 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -10877473.000000 Penalty: 5495.390137 Iteration 11F: 3 clusters Score -1.087747e+07 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61492 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -10879430.000000 Penalty: 5495.390137 Iteration 12Q: 3 clusters Score -1.087943e+07 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62955 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -10880423.000000 Penalty: 5495.390137 Iteration 13Q: 3 clusters Score -1.088042e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63635 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -10880893.000000 Penalty: 5495.390137 Iteration 14Q: 3 clusters Score -1.088089e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63984 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -10881166.000000 Penalty: 5495.390137 Iteration 15Q: 3 clusters Score -1.088117e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64158 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -10881332.000000 Penalty: 5495.390137 Iteration 16Q: 3 clusters Score -1.088133e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64250 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -10881427.000000 Penalty: 5495.390137 Iteration 17Q: 3 clusters Score -1.088143e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64301 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -10881486.000000 Penalty: 5495.390137 Iteration 18Q: 3 clusters Score -1.088149e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64334 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -10881517.000000 Penalty: 5495.390137 Iteration 19Q: 3 clusters Score -1.088152e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64356 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -10881548.000000 Penalty: 5495.390137 Iteration 20F: 3 clusters Score -1.088155e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64382 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -10881570.000000 Penalty: 5495.390137 Iteration 21Q: 3 clusters Score -1.088157e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64397 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -10881584.000000 Penalty: 5495.390137 Iteration 22Q: 3 clusters Score -1.088158e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64404 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -10881596.000000 Penalty: 5495.390137 Iteration 23Q: 3 clusters Score -1.08816e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64404 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -10881601.000000 Penalty: 5495.390137 Iteration 24Q: 3 clusters Score -1.08816e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64406 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -10881594.000000 Penalty: 5495.390137 Iteration 25Q: 3 clusters Score -1.088159e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64410 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -10881609.000000 Penalty: 5495.390137 Iteration 26Q: 3 clusters Score -1.088161e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64414 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -10881622.000000 Penalty: 5495.390137 Iteration 27Q: 3 clusters Score -1.088162e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64414 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -10881620.000000 Penalty: 5495.390137 Iteration 28Q: 3 clusters Score -1.088162e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64415 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -10881619.000000 Penalty: 5495.390137 Iteration 29Q: 3 clusters Score -1.088162e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64416 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -10881617.000000 Penalty: 5495.390137 Iteration 30Q: 3 clusters Score -1.088162e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64416 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -10881617.000000 Penalty: 5495.390137 Iteration 31F: 3 clusters Score -1.088162e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (95019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95019 members Entering Unmasked Estep Score: -15957405.000000 Penalty: 2842.534424 Iteration 0F: 2 clusters Score -1.59574e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47617 members Mstep: Class 2 contains 47402 members Entering Unmasked Estep Score: -15905768.000000 Penalty: 5685.068848 Iteration 0F: 3 clusters Score -1.590577e+07 nChanged 44802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49657 members Mstep: Class 2 contains 45362 members Entering Unmasked Estep Score: -15931917.000000 Penalty: 5685.068848 Iteration 1F: 3 clusters Score -1.593192e+07 nChanged 3679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51182 members Mstep: Class 2 contains 43837 members Entering Unmasked Estep Score: -15932903.000000 Penalty: 5685.068848 Iteration 2Q: 3 clusters Score -1.59329e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53445 members Mstep: Class 2 contains 41574 members Entering Unmasked Estep Score: -15934376.000000 Penalty: 5685.068848 Iteration 3Q: 3 clusters Score -1.593438e+07 nChanged 4934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56631 members Mstep: Class 2 contains 38388 members Entering Unmasked Estep Score: -15936348.000000 Penalty: 5685.068848 Iteration 4F: 3 clusters Score -1.593635e+07 nChanged 5646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60515 members Mstep: Class 2 contains 34504 members Entering Unmasked Estep Score: -15939040.000000 Penalty: 5685.068848 Iteration 5F: 3 clusters Score -1.593904e+07 nChanged 5870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64697 members Mstep: Class 2 contains 30322 members Entering Unmasked Estep Score: -15941768.000000 Penalty: 5685.068848 Iteration 6F: 3 clusters Score -1.594177e+07 nChanged 5628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68897 members Mstep: Class 2 contains 26122 members Entering Unmasked Estep Score: -15944192.000000 Penalty: 5685.068848 Iteration 7F: 3 clusters Score -1.594419e+07 nChanged 4991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72952 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -15946401.000000 Penalty: 5685.068848 Iteration 8F: 3 clusters Score -1.59464e+07 nChanged 4278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76664 members Mstep: Class 2 contains 18355 members Entering Unmasked Estep Score: -15948430.000000 Penalty: 5685.068848 Iteration 9Q: 3 clusters Score -1.594843e+07 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80001 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -15950206.000000 Penalty: 5685.068848 Iteration 10Q: 3 clusters Score -1.595021e+07 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82855 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -15952038.000000 Penalty: 5685.068848 Iteration 11Q: 3 clusters Score -1.595204e+07 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85018 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -15953469.000000 Penalty: 5685.068848 Iteration 12Q: 3 clusters Score -1.595347e+07 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86491 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -15954380.000000 Penalty: 5685.068848 Iteration 13Q: 3 clusters Score -1.595438e+07 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87523 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -15955065.000000 Penalty: 5685.068848 Iteration 14Q: 3 clusters Score -1.595506e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88326 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -15955397.000000 Penalty: 5685.068848 Iteration 15Q: 3 clusters Score -1.59554e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88964 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -15955581.000000 Penalty: 5685.068848 Iteration 16Q: 3 clusters Score -1.595558e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89513 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -15955781.000000 Penalty: 5685.068848 Iteration 17Q: 3 clusters Score -1.595578e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90015 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -15955863.000000 Penalty: 5685.068848 Iteration 18Q: 3 clusters Score -1.595586e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90444 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -15955893.000000 Penalty: 5685.068848 Iteration 19Q: 3 clusters Score -1.595589e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90815 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -15955917.000000 Penalty: 5685.068848 Iteration 20F: 3 clusters Score -1.595592e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91146 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -15955885.000000 Penalty: 5685.068848 Iteration 21Q: 3 clusters Score -1.595588e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91433 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -15955873.000000 Penalty: 5685.068848 Iteration 22Q: 3 clusters Score -1.595587e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91693 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -15955937.000000 Penalty: 5685.068848 Iteration 23Q: 3 clusters Score -1.595594e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91938 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -15955908.000000 Penalty: 5685.068848 Iteration 24Q: 3 clusters Score -1.595591e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92136 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -15955955.000000 Penalty: 5685.068848 Iteration 25Q: 3 clusters Score -1.595596e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92292 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -15955987.000000 Penalty: 5685.068848 Iteration 26Q: 3 clusters Score -1.595599e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92423 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -15956021.000000 Penalty: 5685.068848 Iteration 27Q: 3 clusters Score -1.595602e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92544 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -15955999.000000 Penalty: 5685.068848 Iteration 28Q: 3 clusters Score -1.5956e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92664 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -15956012.000000 Penalty: 5685.068848 Iteration 29Q: 3 clusters Score -1.595601e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92776 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -15956023.000000 Penalty: 5685.068848 Iteration 30Q: 3 clusters Score -1.595602e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92880 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -15956008.000000 Penalty: 5685.068848 Iteration 31Q: 3 clusters Score -1.595601e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92970 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -15956003.000000 Penalty: 5685.068848 Iteration 32Q: 3 clusters Score -1.5956e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93048 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -15956010.000000 Penalty: 5685.068848 Iteration 33Q: 3 clusters Score -1.595601e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93123 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -15956032.000000 Penalty: 5685.068848 Iteration 34Q: 3 clusters Score -1.595603e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93175 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -15956065.000000 Penalty: 5685.068848 Iteration 35Q: 3 clusters Score -1.595606e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93227 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -15956020.000000 Penalty: 5685.068848 Iteration 36Q: 3 clusters Score -1.595602e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93279 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -15956022.000000 Penalty: 5685.068848 Iteration 37Q: 3 clusters Score -1.595602e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93311 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -15956033.000000 Penalty: 5685.068848 Iteration 38Q: 3 clusters Score -1.595603e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93341 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -15956043.000000 Penalty: 5685.068848 Iteration 39Q: 3 clusters Score -1.595604e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93360 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -15956050.000000 Penalty: 5685.068848 Iteration 40F: 3 clusters Score -1.595605e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93380 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -15956063.000000 Penalty: 5685.068848 Iteration 41Q: 3 clusters Score -1.595606e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93395 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -15956051.000000 Penalty: 5685.068848 Iteration 42Q: 3 clusters Score -1.595605e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93404 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -15956045.000000 Penalty: 5685.068848 Iteration 43Q: 3 clusters Score -1.595604e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93415 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -15956035.000000 Penalty: 5685.068848 Iteration 44Q: 3 clusters Score -1.595604e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93433 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -15956055.000000 Penalty: 5685.068848 Iteration 45Q: 3 clusters Score -1.595606e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93448 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -15956065.000000 Penalty: 5685.068848 Iteration 46Q: 3 clusters Score -1.595606e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93467 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -15956055.000000 Penalty: 5685.068848 Iteration 47Q: 3 clusters Score -1.595606e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93487 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -15956058.000000 Penalty: 5685.068848 Iteration 48Q: 3 clusters Score -1.595606e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93504 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -15956040.000000 Penalty: 5685.068848 Iteration 49Q: 3 clusters Score -1.595604e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93515 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -15956035.000000 Penalty: 5685.068848 Iteration 50Q: 3 clusters Score -1.595604e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93521 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -15956042.000000 Penalty: 5685.068848 Iteration 51Q: 3 clusters Score -1.595604e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93530 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -15956032.000000 Penalty: 5685.068848 Iteration 52Q: 3 clusters Score -1.595603e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93544 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -15956023.000000 Penalty: 5685.068848 Iteration 53Q: 3 clusters Score -1.595602e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93557 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -15956022.000000 Penalty: 5685.068848 Iteration 54Q: 3 clusters Score -1.595602e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93567 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -15956024.000000 Penalty: 5685.068848 Iteration 55Q: 3 clusters Score -1.595602e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93574 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -15956025.000000 Penalty: 5685.068848 Iteration 56Q: 3 clusters Score -1.595602e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93583 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -15955997.000000 Penalty: 5685.068848 Iteration 57Q: 3 clusters Score -1.5956e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93589 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -15956008.000000 Penalty: 5685.068848 Iteration 58Q: 3 clusters Score -1.595601e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93599 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -15956012.000000 Penalty: 5685.068848 Iteration 59Q: 3 clusters Score -1.595601e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93610 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -15956001.000000 Penalty: 5685.068848 Iteration 60F: 3 clusters Score -1.5956e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93618 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -15956026.000000 Penalty: 5685.068848 Iteration 61Q: 3 clusters Score -1.595603e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93623 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -15956025.000000 Penalty: 5685.068848 Iteration 62Q: 3 clusters Score -1.595602e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93628 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -15956022.000000 Penalty: 5685.068848 Iteration 63Q: 3 clusters Score -1.595602e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93633 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -15956028.000000 Penalty: 5685.068848 Iteration 64Q: 3 clusters Score -1.595603e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93640 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -15956029.000000 Penalty: 5685.068848 Iteration 65Q: 3 clusters Score -1.595603e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93646 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -15956037.000000 Penalty: 5685.068848 Iteration 66Q: 3 clusters Score -1.595604e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93651 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -15956043.000000 Penalty: 5685.068848 Iteration 67Q: 3 clusters Score -1.595604e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93657 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -15956046.000000 Penalty: 5685.068848 Iteration 68Q: 3 clusters Score -1.595605e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93659 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -15956048.000000 Penalty: 5685.068848 Iteration 69Q: 3 clusters Score -1.595605e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93659 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -15956039.000000 Penalty: 5685.068848 Iteration 70Q: 3 clusters Score -1.595604e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93659 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -15956039.000000 Penalty: 5685.068848 Iteration 71F: 3 clusters Score -1.595604e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (67898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67898 members Entering Unmasked Estep Score: -11258947.000000 Penalty: 2759.188965 Iteration 0F: 2 clusters Score -1.125895e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34081 members Mstep: Class 2 contains 33817 members Entering Unmasked Estep Score: -11213997.000000 Penalty: 5518.377930 Iteration 0F: 3 clusters Score -1.1214e+07 nChanged 31606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34979 members Mstep: Class 2 contains 32919 members Entering Unmasked Estep Score: -11231600.000000 Penalty: 5518.377930 Iteration 1F: 3 clusters Score -1.12316e+07 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35548 members Mstep: Class 2 contains 32350 members Entering Unmasked Estep Score: -11232142.000000 Penalty: 5518.377930 Iteration 2Q: 3 clusters Score -1.123214e+07 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36392 members Mstep: Class 2 contains 31506 members Entering Unmasked Estep Score: -11232699.000000 Penalty: 5518.377930 Iteration 3Q: 3 clusters Score -1.12327e+07 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37704 members Mstep: Class 2 contains 30194 members Entering Unmasked Estep Score: -11233383.000000 Penalty: 5518.377930 Iteration 4Q: 3 clusters Score -1.123338e+07 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39576 members Mstep: Class 2 contains 28322 members Entering Unmasked Estep Score: -11234341.000000 Penalty: 5518.377930 Iteration 5Q: 3 clusters Score -1.123434e+07 nChanged 3338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42332 members Mstep: Class 2 contains 25566 members Entering Unmasked Estep Score: -11236021.000000 Penalty: 5518.377930 Iteration 6Q: 3 clusters Score -1.123602e+07 nChanged 4349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46231 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -11238888.000000 Penalty: 5518.377930 Iteration 7F: 3 clusters Score -1.123889e+07 nChanged 5227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51176 members Mstep: Class 2 contains 16722 members Entering Unmasked Estep Score: -11243089.000000 Penalty: 5518.377930 Iteration 8F: 3 clusters Score -1.124309e+07 nChanged 5395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56473 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -11247742.000000 Penalty: 5518.377930 Iteration 9F: 3 clusters Score -1.124774e+07 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60852 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -11251599.000000 Penalty: 5518.377930 Iteration 10F: 3 clusters Score -1.12516e+07 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63724 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -11254220.000000 Penalty: 5518.377930 Iteration 11Q: 3 clusters Score -1.125422e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65257 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -11255847.000000 Penalty: 5518.377930 Iteration 12Q: 3 clusters Score -1.125585e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65892 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -11256629.000000 Penalty: 5518.377930 Iteration 13Q: 3 clusters Score -1.125663e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66130 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -11256949.000000 Penalty: 5518.377930 Iteration 14Q: 3 clusters Score -1.125695e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66220 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -11257054.000000 Penalty: 5518.377930 Iteration 15Q: 3 clusters Score -1.125705e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66279 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -11257127.000000 Penalty: 5518.377930 Iteration 16Q: 3 clusters Score -1.125713e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66329 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -11257208.000000 Penalty: 5518.377930 Iteration 17Q: 3 clusters Score -1.125721e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66380 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -11257221.000000 Penalty: 5518.377930 Iteration 18Q: 3 clusters Score -1.125722e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66407 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -11257228.000000 Penalty: 5518.377930 Iteration 19Q: 3 clusters Score -1.125723e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66427 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -11257241.000000 Penalty: 5518.377930 Iteration 20F: 3 clusters Score -1.125724e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66438 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -11257230.000000 Penalty: 5518.377930 Iteration 21Q: 3 clusters Score -1.125723e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66451 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -11257238.000000 Penalty: 5518.377930 Iteration 22Q: 3 clusters Score -1.125724e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66461 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -11257236.000000 Penalty: 5518.377930 Iteration 23Q: 3 clusters Score -1.125724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66467 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -11257240.000000 Penalty: 5518.377930 Iteration 24Q: 3 clusters Score -1.125724e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66472 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -11257252.000000 Penalty: 5518.377930 Iteration 25Q: 3 clusters Score -1.125725e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66477 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -11257260.000000 Penalty: 5518.377930 Iteration 26Q: 3 clusters Score -1.125726e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66484 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -11257265.000000 Penalty: 5518.377930 Iteration 27Q: 3 clusters Score -1.125726e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66492 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -11257261.000000 Penalty: 5518.377930 Iteration 28Q: 3 clusters Score -1.125726e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66496 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -11257265.000000 Penalty: 5518.377930 Iteration 29Q: 3 clusters Score -1.125726e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66496 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -11257267.000000 Penalty: 5518.377930 Iteration 30Q: 3 clusters Score -1.125727e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66498 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -11257272.000000 Penalty: 5518.377930 Iteration 31Q: 3 clusters Score -1.125727e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66498 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -11257270.000000 Penalty: 5518.377930 Iteration 32Q: 3 clusters Score -1.125727e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66500 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -11257267.000000 Penalty: 5518.377930 Iteration 33Q: 3 clusters Score -1.125727e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66503 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -11257267.000000 Penalty: 5518.377930 Iteration 34Q: 3 clusters Score -1.125727e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66504 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -11257259.000000 Penalty: 5518.377930 Iteration 35Q: 3 clusters Score -1.125726e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66507 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -11257257.000000 Penalty: 5518.377930 Iteration 36Q: 3 clusters Score -1.125726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66509 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -11257254.000000 Penalty: 5518.377930 Iteration 37Q: 3 clusters Score -1.125725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66510 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -11257259.000000 Penalty: 5518.377930 Iteration 38Q: 3 clusters Score -1.125726e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66508 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -11257259.000000 Penalty: 5518.377930 Iteration 39Q: 3 clusters Score -1.125726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66510 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -11257260.000000 Penalty: 5518.377930 Iteration 40F: 3 clusters Score -1.125726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66512 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -11257266.000000 Penalty: 5518.377930 Iteration 41Q: 3 clusters Score -1.125727e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66512 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -11257266.000000 Penalty: 5518.377930 Iteration 42F: 3 clusters Score -1.125727e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -118873.179688 Penalty: 1652.140015 Iteration 0F: 2 clusters Score -118873.2 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 382 members Entering Unmasked Estep Score: -117120.007812 Penalty: 3304.280029 Iteration 0F: 3 clusters Score -117120 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -117388.281250 Penalty: 3304.280029 Iteration 1F: 3 clusters Score -117388.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -117499.789062 Penalty: 3304.280029 Iteration 2F: 3 clusters Score -117499.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -117568.343750 Penalty: 3304.280029 Iteration 3Q: 3 clusters Score -117568.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -117615.515625 Penalty: 3304.280029 Iteration 4Q: 3 clusters Score -117615.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -117669.343750 Penalty: 3304.280029 Iteration 5Q: 3 clusters Score -117669.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -117752.445312 Penalty: 3304.280029 Iteration 6Q: 3 clusters Score -117752.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -117873.656250 Penalty: 3304.280029 Iteration 7Q: 3 clusters Score -117873.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -118071.867188 Penalty: 3304.280029 Iteration 8Q: 3 clusters Score -118071.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -118171.679688 Penalty: 3304.280029 Iteration 9Q: 3 clusters Score -118171.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -118250.632812 Penalty: 3304.280029 Iteration 10Q: 3 clusters Score -118250.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -118305.148438 Penalty: 3304.280029 Iteration 11Q: 3 clusters Score -118305.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -118330.101562 Penalty: 3304.280029 Iteration 12Q: 3 clusters Score -118330.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -118345.007812 Penalty: 3304.280029 Iteration 13Q: 3 clusters Score -118345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -118346.828125 Penalty: 3304.280029 Iteration 14Q: 3 clusters Score -118346.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -118346.828125 Penalty: 3304.280029 Iteration 15F: 3 clusters Score -118346.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Entering Unmasked Estep Score: -787264.625000 Penalty: 2108.968506 Iteration 0F: 2 clusters Score -787264.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -782751.062500 Penalty: 4217.937012 Iteration 0F: 3 clusters Score -782751.1 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -783818.875000 Penalty: 4217.937012 Iteration 1F: 3 clusters Score -783818.9 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -784084.937500 Penalty: 4217.937012 Iteration 2F: 3 clusters Score -784084.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -784320.750000 Penalty: 4217.937012 Iteration 3F: 3 clusters Score -784320.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -784541.687500 Penalty: 4217.937012 Iteration 4F: 3 clusters Score -784541.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -784743.125000 Penalty: 4217.937012 Iteration 5F: 3 clusters Score -784743.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -784943.437500 Penalty: 4217.937012 Iteration 6F: 3 clusters Score -784943.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -785108.812500 Penalty: 4217.937012 Iteration 7Q: 3 clusters Score -785108.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -785246.937500 Penalty: 4217.937012 Iteration 8Q: 3 clusters Score -785246.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -785357.125000 Penalty: 4217.937012 Iteration 9Q: 3 clusters Score -785357.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -785447.687500 Penalty: 4217.937012 Iteration 10Q: 3 clusters Score -785447.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -785505.562500 Penalty: 4217.937012 Iteration 11Q: 3 clusters Score -785505.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -785553.812500 Penalty: 4217.937012 Iteration 12Q: 3 clusters Score -785553.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -785593.312500 Penalty: 4217.937012 Iteration 13Q: 3 clusters Score -785593.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -785628.750000 Penalty: 4217.937012 Iteration 14Q: 3 clusters Score -785628.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -785653.250000 Penalty: 4217.937012 Iteration 15Q: 3 clusters Score -785653.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -785677.375000 Penalty: 4217.937012 Iteration 16Q: 3 clusters Score -785677.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -785695.125000 Penalty: 4217.937012 Iteration 17Q: 3 clusters Score -785695.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -785706.937500 Penalty: 4217.937012 Iteration 18Q: 3 clusters Score -785706.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -785713.750000 Penalty: 4217.937012 Iteration 19Q: 3 clusters Score -785713.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -785717.937500 Penalty: 4217.937012 Iteration 20F: 3 clusters Score -785717.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -785719.187500 Penalty: 4217.937012 Iteration 21Q: 3 clusters Score -785719.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -785719.500000 Penalty: 4217.937012 Iteration 22Q: 3 clusters Score -785719.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -785721.750000 Penalty: 4217.937012 Iteration 23Q: 3 clusters Score -785721.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -785722.125000 Penalty: 4217.937012 Iteration 24Q: 3 clusters Score -785722.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -785723.687500 Penalty: 4217.937012 Iteration 25Q: 3 clusters Score -785723.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -785723.687500 Penalty: 4217.937012 Iteration 26F: 3 clusters Score -785723.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (70103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70103 members Entering Unmasked Estep Score: -11123508.000000 Penalty: 2767.114746 Iteration 0F: 2 clusters Score -1.112351e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35342 members Mstep: Class 2 contains 34761 members Entering Unmasked Estep Score: -11076958.000000 Penalty: 5534.229492 Iteration 0F: 3 clusters Score -1.107696e+07 nChanged 32563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37429 members Mstep: Class 2 contains 32674 members Entering Unmasked Estep Score: -11095647.000000 Penalty: 5534.229492 Iteration 1F: 3 clusters Score -1.109565e+07 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38660 members Mstep: Class 2 contains 31443 members Entering Unmasked Estep Score: -11096695.000000 Penalty: 5534.229492 Iteration 2Q: 3 clusters Score -1.10967e+07 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40444 members Mstep: Class 2 contains 29659 members Entering Unmasked Estep Score: -11097995.000000 Penalty: 5534.229492 Iteration 3Q: 3 clusters Score -1.1098e+07 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42983 members Mstep: Class 2 contains 27120 members Entering Unmasked Estep Score: -11099975.000000 Penalty: 5534.229492 Iteration 4F: 3 clusters Score -1.109998e+07 nChanged 4088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46347 members Mstep: Class 2 contains 23756 members Entering Unmasked Estep Score: -11102755.000000 Penalty: 5534.229492 Iteration 5F: 3 clusters Score -1.110276e+07 nChanged 4561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50382 members Mstep: Class 2 contains 19721 members Entering Unmasked Estep Score: -11106138.000000 Penalty: 5534.229492 Iteration 6F: 3 clusters Score -1.110614e+07 nChanged 4630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54658 members Mstep: Class 2 contains 15445 members Entering Unmasked Estep Score: -11109786.000000 Penalty: 5534.229492 Iteration 7F: 3 clusters Score -1.110979e+07 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58573 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -11113091.000000 Penalty: 5534.229492 Iteration 8F: 3 clusters Score -1.111309e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61921 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -11115742.000000 Penalty: 5534.229492 Iteration 9Q: 3 clusters Score -1.111574e+07 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64409 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -11117740.000000 Penalty: 5534.229492 Iteration 10Q: 3 clusters Score -1.111774e+07 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66082 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -11119030.000000 Penalty: 5534.229492 Iteration 11Q: 3 clusters Score -1.111903e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67207 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -11119763.000000 Penalty: 5534.229492 Iteration 12Q: 3 clusters Score -1.111976e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67914 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -11120229.000000 Penalty: 5534.229492 Iteration 13Q: 3 clusters Score -1.112023e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68370 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -11120532.000000 Penalty: 5534.229492 Iteration 14Q: 3 clusters Score -1.112053e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68685 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -11120768.000000 Penalty: 5534.229492 Iteration 15Q: 3 clusters Score -1.112077e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68887 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -11120909.000000 Penalty: 5534.229492 Iteration 16Q: 3 clusters Score -1.112091e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69017 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -11120997.000000 Penalty: 5534.229492 Iteration 17Q: 3 clusters Score -1.1121e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69102 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -11121068.000000 Penalty: 5534.229492 Iteration 18Q: 3 clusters Score -1.112107e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69171 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -11121119.000000 Penalty: 5534.229492 Iteration 19Q: 3 clusters Score -1.112112e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69219 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -11121170.000000 Penalty: 5534.229492 Iteration 20F: 3 clusters Score -1.112117e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69250 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -11121175.000000 Penalty: 5534.229492 Iteration 21Q: 3 clusters Score -1.112118e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69280 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -11121202.000000 Penalty: 5534.229492 Iteration 22Q: 3 clusters Score -1.11212e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69309 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -11121216.000000 Penalty: 5534.229492 Iteration 23Q: 3 clusters Score -1.112122e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69327 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -11121236.000000 Penalty: 5534.229492 Iteration 24Q: 3 clusters Score -1.112124e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69341 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -11121248.000000 Penalty: 5534.229492 Iteration 25Q: 3 clusters Score -1.112125e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69358 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -11121265.000000 Penalty: 5534.229492 Iteration 26Q: 3 clusters Score -1.112126e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69366 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -11121259.000000 Penalty: 5534.229492 Iteration 27Q: 3 clusters Score -1.112126e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69375 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -11121267.000000 Penalty: 5534.229492 Iteration 28Q: 3 clusters Score -1.112127e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69380 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -11121257.000000 Penalty: 5534.229492 Iteration 29Q: 3 clusters Score -1.112126e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69382 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -11121252.000000 Penalty: 5534.229492 Iteration 30Q: 3 clusters Score -1.112125e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69382 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -11121252.000000 Penalty: 5534.229492 Iteration 31F: 3 clusters Score -1.112125e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (61579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61579 members Entering Unmasked Estep Score: -10350833.000000 Penalty: 2734.962891 Iteration 0F: 2 clusters Score -1.035083e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30742 members Mstep: Class 2 contains 30837 members Entering Unmasked Estep Score: -10310789.000000 Penalty: 5469.925781 Iteration 0F: 3 clusters Score -1.031079e+07 nChanged 28546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30442 members Mstep: Class 2 contains 31137 members Entering Unmasked Estep Score: -10327056.000000 Penalty: 5469.925781 Iteration 1F: 3 clusters Score -1.032706e+07 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30393 members Mstep: Class 2 contains 31186 members Entering Unmasked Estep Score: -10327601.000000 Penalty: 5469.925781 Iteration 2Q: 3 clusters Score -1.03276e+07 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30330 members Mstep: Class 2 contains 31249 members Entering Unmasked Estep Score: -10328056.000000 Penalty: 5469.925781 Iteration 3Q: 3 clusters Score -1.032806e+07 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30202 members Mstep: Class 2 contains 31377 members Entering Unmasked Estep Score: -10328578.000000 Penalty: 5469.925781 Iteration 4Q: 3 clusters Score -1.032858e+07 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30023 members Mstep: Class 2 contains 31556 members Entering Unmasked Estep Score: -10329076.000000 Penalty: 5469.925781 Iteration 5Q: 3 clusters Score -1.032908e+07 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29853 members Mstep: Class 2 contains 31726 members Entering Unmasked Estep Score: -10329597.000000 Penalty: 5469.925781 Iteration 6Q: 3 clusters Score -1.03296e+07 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 31955 members Entering Unmasked Estep Score: -10330315.000000 Penalty: 5469.925781 Iteration 7Q: 3 clusters Score -1.033032e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29310 members Mstep: Class 2 contains 32269 members Entering Unmasked Estep Score: -10331409.000000 Penalty: 5469.925781 Iteration 8Q: 3 clusters Score -1.033141e+07 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28966 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -10332774.000000 Penalty: 5469.925781 Iteration 9Q: 3 clusters Score -1.033277e+07 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28573 members Mstep: Class 2 contains 33006 members Entering Unmasked Estep Score: -10334664.000000 Penalty: 5469.925781 Iteration 10Q: 3 clusters Score -1.033466e+07 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28193 members Mstep: Class 2 contains 33386 members Entering Unmasked Estep Score: -10336965.000000 Penalty: 5469.925781 Iteration 11F: 3 clusters Score -1.033696e+07 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27990 members Mstep: Class 2 contains 33589 members Entering Unmasked Estep Score: -10339288.000000 Penalty: 5469.925781 Iteration 12F: 3 clusters Score -1.033929e+07 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27892 members Mstep: Class 2 contains 33687 members Entering Unmasked Estep Score: -10340746.000000 Penalty: 5469.925781 Iteration 13Q: 3 clusters Score -1.034075e+07 nChanged 2042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27836 members Mstep: Class 2 contains 33743 members Entering Unmasked Estep Score: -10341437.000000 Penalty: 5469.925781 Iteration 14Q: 3 clusters Score -1.034144e+07 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27780 members Mstep: Class 2 contains 33799 members Entering Unmasked Estep Score: -10341861.000000 Penalty: 5469.925781 Iteration 15Q: 3 clusters Score -1.034186e+07 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27716 members Mstep: Class 2 contains 33863 members Entering Unmasked Estep Score: -10342146.000000 Penalty: 5469.925781 Iteration 16Q: 3 clusters Score -1.034215e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27640 members Mstep: Class 2 contains 33939 members Entering Unmasked Estep Score: -10342458.000000 Penalty: 5469.925781 Iteration 17Q: 3 clusters Score -1.034246e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27563 members Mstep: Class 2 contains 34016 members Entering Unmasked Estep Score: -10342798.000000 Penalty: 5469.925781 Iteration 18Q: 3 clusters Score -1.03428e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 34059 members Entering Unmasked Estep Score: -10343132.000000 Penalty: 5469.925781 Iteration 19Q: 3 clusters Score -1.034313e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27444 members Mstep: Class 2 contains 34135 members Entering Unmasked Estep Score: -10343456.000000 Penalty: 5469.925781 Iteration 20F: 3 clusters Score -1.034346e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27299 members Mstep: Class 2 contains 34280 members Entering Unmasked Estep Score: -10343698.000000 Penalty: 5469.925781 Iteration 21Q: 3 clusters Score -1.03437e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27119 members Mstep: Class 2 contains 34460 members Entering Unmasked Estep Score: -10343941.000000 Penalty: 5469.925781 Iteration 22Q: 3 clusters Score -1.034394e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26938 members Mstep: Class 2 contains 34641 members Entering Unmasked Estep Score: -10344103.000000 Penalty: 5469.925781 Iteration 23Q: 3 clusters Score -1.03441e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26744 members Mstep: Class 2 contains 34835 members Entering Unmasked Estep Score: -10344257.000000 Penalty: 5469.925781 Iteration 24Q: 3 clusters Score -1.034426e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26543 members Mstep: Class 2 contains 35036 members Entering Unmasked Estep Score: -10344451.000000 Penalty: 5469.925781 Iteration 25Q: 3 clusters Score -1.034445e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26316 members Mstep: Class 2 contains 35263 members Entering Unmasked Estep Score: -10344542.000000 Penalty: 5469.925781 Iteration 26Q: 3 clusters Score -1.034454e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26086 members Mstep: Class 2 contains 35493 members Entering Unmasked Estep Score: -10344658.000000 Penalty: 5469.925781 Iteration 27Q: 3 clusters Score -1.034466e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25865 members Mstep: Class 2 contains 35714 members Entering Unmasked Estep Score: -10344704.000000 Penalty: 5469.925781 Iteration 28Q: 3 clusters Score -1.03447e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 35949 members Entering Unmasked Estep Score: -10344786.000000 Penalty: 5469.925781 Iteration 29Q: 3 clusters Score -1.034479e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25410 members Mstep: Class 2 contains 36169 members Entering Unmasked Estep Score: -10344809.000000 Penalty: 5469.925781 Iteration 30Q: 3 clusters Score -1.034481e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25189 members Mstep: Class 2 contains 36390 members Entering Unmasked Estep Score: -10344846.000000 Penalty: 5469.925781 Iteration 31Q: 3 clusters Score -1.034485e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24980 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -10344855.000000 Penalty: 5469.925781 Iteration 32Q: 3 clusters Score -1.034486e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24768 members Mstep: Class 2 contains 36811 members Entering Unmasked Estep Score: -10344874.000000 Penalty: 5469.925781 Iteration 33Q: 3 clusters Score -1.034487e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24547 members Mstep: Class 2 contains 37032 members Entering Unmasked Estep Score: -10344915.000000 Penalty: 5469.925781 Iteration 34Q: 3 clusters Score -1.034492e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24323 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -10344958.000000 Penalty: 5469.925781 Iteration 35Q: 3 clusters Score -1.034496e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 37482 members Entering Unmasked Estep Score: -10344973.000000 Penalty: 5469.925781 Iteration 36Q: 3 clusters Score -1.034497e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23881 members Mstep: Class 2 contains 37698 members Entering Unmasked Estep Score: -10344990.000000 Penalty: 5469.925781 Iteration 37Q: 3 clusters Score -1.034499e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23640 members Mstep: Class 2 contains 37939 members Entering Unmasked Estep Score: -10345039.000000 Penalty: 5469.925781 Iteration 38Q: 3 clusters Score -1.034504e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 38165 members Entering Unmasked Estep Score: -10345080.000000 Penalty: 5469.925781 Iteration 39Q: 3 clusters Score -1.034508e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 38393 members Entering Unmasked Estep Score: -10345101.000000 Penalty: 5469.925781 Iteration 40F: 3 clusters Score -1.03451e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22974 members Mstep: Class 2 contains 38605 members Entering Unmasked Estep Score: -10345131.000000 Penalty: 5469.925781 Iteration 41Q: 3 clusters Score -1.034513e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22764 members Mstep: Class 2 contains 38815 members Entering Unmasked Estep Score: -10345145.000000 Penalty: 5469.925781 Iteration 42Q: 3 clusters Score -1.034514e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22555 members Mstep: Class 2 contains 39024 members Entering Unmasked Estep Score: -10345159.000000 Penalty: 5469.925781 Iteration 43Q: 3 clusters Score -1.034516e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22343 members Mstep: Class 2 contains 39236 members Entering Unmasked Estep Score: -10345166.000000 Penalty: 5469.925781 Iteration 44Q: 3 clusters Score -1.034517e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22121 members Mstep: Class 2 contains 39458 members Entering Unmasked Estep Score: -10345186.000000 Penalty: 5469.925781 Iteration 45Q: 3 clusters Score -1.034519e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 39685 members Entering Unmasked Estep Score: -10345179.000000 Penalty: 5469.925781 Iteration 46Q: 3 clusters Score -1.034518e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21657 members Mstep: Class 2 contains 39922 members Entering Unmasked Estep Score: -10345196.000000 Penalty: 5469.925781 Iteration 47Q: 3 clusters Score -1.03452e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21457 members Mstep: Class 2 contains 40122 members Entering Unmasked Estep Score: -10345223.000000 Penalty: 5469.925781 Iteration 48Q: 3 clusters Score -1.034522e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21249 members Mstep: Class 2 contains 40330 members Entering Unmasked Estep Score: -10345293.000000 Penalty: 5469.925781 Iteration 49Q: 3 clusters Score -1.034529e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 40528 members Entering Unmasked Estep Score: -10345295.000000 Penalty: 5469.925781 Iteration 50Q: 3 clusters Score -1.03453e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20850 members Mstep: Class 2 contains 40729 members Entering Unmasked Estep Score: -10345337.000000 Penalty: 5469.925781 Iteration 51Q: 3 clusters Score -1.034534e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20654 members Mstep: Class 2 contains 40925 members Entering Unmasked Estep Score: -10345341.000000 Penalty: 5469.925781 Iteration 52Q: 3 clusters Score -1.034534e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 41149 members Entering Unmasked Estep Score: -10345365.000000 Penalty: 5469.925781 Iteration 53Q: 3 clusters Score -1.034536e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20198 members Mstep: Class 2 contains 41381 members Entering Unmasked Estep Score: -10345391.000000 Penalty: 5469.925781 Iteration 54Q: 3 clusters Score -1.034539e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 41596 members Entering Unmasked Estep Score: -10345401.000000 Penalty: 5469.925781 Iteration 55Q: 3 clusters Score -1.03454e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19781 members Mstep: Class 2 contains 41798 members Entering Unmasked Estep Score: -10345424.000000 Penalty: 5469.925781 Iteration 56Q: 3 clusters Score -1.034542e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19567 members Mstep: Class 2 contains 42012 members Entering Unmasked Estep Score: -10345437.000000 Penalty: 5469.925781 Iteration 57Q: 3 clusters Score -1.034544e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 42243 members Entering Unmasked Estep Score: -10345447.000000 Penalty: 5469.925781 Iteration 58Q: 3 clusters Score -1.034545e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 42466 members Entering Unmasked Estep Score: -10345512.000000 Penalty: 5469.925781 Iteration 59Q: 3 clusters Score -1.034551e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18862 members Mstep: Class 2 contains 42717 members Entering Unmasked Estep Score: -10345544.000000 Penalty: 5469.925781 Iteration 60F: 3 clusters Score -1.034554e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18605 members Mstep: Class 2 contains 42974 members Entering Unmasked Estep Score: -10345621.000000 Penalty: 5469.925781 Iteration 61Q: 3 clusters Score -1.034562e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18327 members Mstep: Class 2 contains 43252 members Entering Unmasked Estep Score: -10345638.000000 Penalty: 5469.925781 Iteration 62Q: 3 clusters Score -1.034564e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 43535 members Entering Unmasked Estep Score: -10345698.000000 Penalty: 5469.925781 Iteration 63Q: 3 clusters Score -1.03457e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 43804 members Entering Unmasked Estep Score: -10345733.000000 Penalty: 5469.925781 Iteration 64Q: 3 clusters Score -1.034573e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 44077 members Entering Unmasked Estep Score: -10345771.000000 Penalty: 5469.925781 Iteration 65Q: 3 clusters Score -1.034577e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17227 members Mstep: Class 2 contains 44352 members Entering Unmasked Estep Score: -10345846.000000 Penalty: 5469.925781 Iteration 66Q: 3 clusters Score -1.034585e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 44632 members Entering Unmasked Estep Score: -10345879.000000 Penalty: 5469.925781 Iteration 67Q: 3 clusters Score -1.034588e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16665 members Mstep: Class 2 contains 44914 members Entering Unmasked Estep Score: -10345912.000000 Penalty: 5469.925781 Iteration 68Q: 3 clusters Score -1.034591e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 45201 members Entering Unmasked Estep Score: -10345947.000000 Penalty: 5469.925781 Iteration 69Q: 3 clusters Score -1.034595e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16090 members Mstep: Class 2 contains 45489 members Entering Unmasked Estep Score: -10346030.000000 Penalty: 5469.925781 Iteration 70Q: 3 clusters Score -1.034603e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 45760 members Entering Unmasked Estep Score: -10346059.000000 Penalty: 5469.925781 Iteration 71Q: 3 clusters Score -1.034606e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15566 members Mstep: Class 2 contains 46013 members Entering Unmasked Estep Score: -10346086.000000 Penalty: 5469.925781 Iteration 72Q: 3 clusters Score -1.034609e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 46235 members Entering Unmasked Estep Score: -10346125.000000 Penalty: 5469.925781 Iteration 73Q: 3 clusters Score -1.034612e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 46491 members Entering Unmasked Estep Score: -10346143.000000 Penalty: 5469.925781 Iteration 74Q: 3 clusters Score -1.034614e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 46746 members Entering Unmasked Estep Score: -10346207.000000 Penalty: 5469.925781 Iteration 75Q: 3 clusters Score -1.034621e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14586 members Mstep: Class 2 contains 46993 members Entering Unmasked Estep Score: -10346246.000000 Penalty: 5469.925781 Iteration 76Q: 3 clusters Score -1.034625e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 47228 members Entering Unmasked Estep Score: -10346270.000000 Penalty: 5469.925781 Iteration 77Q: 3 clusters Score -1.034627e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 47439 members Entering Unmasked Estep Score: -10346273.000000 Penalty: 5469.925781 Iteration 78Q: 3 clusters Score -1.034627e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 47639 members Entering Unmasked Estep Score: -10346315.000000 Penalty: 5469.925781 Iteration 79Q: 3 clusters Score -1.034632e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13733 members Mstep: Class 2 contains 47846 members Entering Unmasked Estep Score: -10346317.000000 Penalty: 5469.925781 Iteration 80F: 3 clusters Score -1.034632e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -10346326.000000 Penalty: 5469.925781 Iteration 81Q: 3 clusters Score -1.034633e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 48197 members Entering Unmasked Estep Score: -10346349.000000 Penalty: 5469.925781 Iteration 82Q: 3 clusters Score -1.034635e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 48393 members Entering Unmasked Estep Score: -10346406.000000 Penalty: 5469.925781 Iteration 83Q: 3 clusters Score -1.034641e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12986 members Mstep: Class 2 contains 48593 members Entering Unmasked Estep Score: -10346434.000000 Penalty: 5469.925781 Iteration 84Q: 3 clusters Score -1.034643e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 48776 members Entering Unmasked Estep Score: -10346463.000000 Penalty: 5469.925781 Iteration 85Q: 3 clusters Score -1.034646e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 48971 members Entering Unmasked Estep Score: -10346492.000000 Penalty: 5469.925781 Iteration 86Q: 3 clusters Score -1.034649e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 49187 members Entering Unmasked Estep Score: -10346513.000000 Penalty: 5469.925781 Iteration 87Q: 3 clusters Score -1.034651e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12161 members Mstep: Class 2 contains 49418 members Entering Unmasked Estep Score: -10346550.000000 Penalty: 5469.925781 Iteration 88Q: 3 clusters Score -1.034655e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 49617 members Entering Unmasked Estep Score: -10346587.000000 Penalty: 5469.925781 Iteration 89Q: 3 clusters Score -1.034659e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 49810 members Entering Unmasked Estep Score: -10346621.000000 Penalty: 5469.925781 Iteration 90Q: 3 clusters Score -1.034662e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 50008 members Entering Unmasked Estep Score: -10346631.000000 Penalty: 5469.925781 Iteration 91Q: 3 clusters Score -1.034663e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 50201 members Entering Unmasked Estep Score: -10346656.000000 Penalty: 5469.925781 Iteration 92Q: 3 clusters Score -1.034666e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 50404 members Entering Unmasked Estep Score: -10346680.000000 Penalty: 5469.925781 Iteration 93Q: 3 clusters Score -1.034668e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 50590 members Entering Unmasked Estep Score: -10346700.000000 Penalty: 5469.925781 Iteration 94Q: 3 clusters Score -1.03467e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 50773 members Entering Unmasked Estep Score: -10346708.000000 Penalty: 5469.925781 Iteration 95Q: 3 clusters Score -1.034671e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 50978 members Entering Unmasked Estep Score: -10346770.000000 Penalty: 5469.925781 Iteration 96Q: 3 clusters Score -1.034677e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 51167 members Entering Unmasked Estep Score: -10346785.000000 Penalty: 5469.925781 Iteration 97Q: 3 clusters Score -1.034678e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 51365 members Entering Unmasked Estep Score: -10346828.000000 Penalty: 5469.925781 Iteration 98Q: 3 clusters Score -1.034683e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 51591 members Entering Unmasked Estep Score: -10346867.000000 Penalty: 5469.925781 Iteration 99Q: 3 clusters Score -1.034687e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 51855 members Entering Unmasked Estep Score: -10346905.000000 Penalty: 5469.925781 Iteration 100F: 3 clusters Score -1.03469e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9467 members Mstep: Class 2 contains 52112 members Entering Unmasked Estep Score: -10346927.000000 Penalty: 5469.925781 Iteration 101Q: 3 clusters Score -1.034693e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 52370 members Entering Unmasked Estep Score: -10346968.000000 Penalty: 5469.925781 Iteration 102Q: 3 clusters Score -1.034697e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 52645 members Entering Unmasked Estep Score: -10346988.000000 Penalty: 5469.925781 Iteration 103Q: 3 clusters Score -1.034699e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 52911 members Entering Unmasked Estep Score: -10347021.000000 Penalty: 5469.925781 Iteration 104Q: 3 clusters Score -1.034702e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 53176 members Entering Unmasked Estep Score: -10347076.000000 Penalty: 5469.925781 Iteration 105Q: 3 clusters Score -1.034708e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 53458 members Entering Unmasked Estep Score: -10347162.000000 Penalty: 5469.925781 Iteration 106Q: 3 clusters Score -1.034716e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 53775 members Entering Unmasked Estep Score: -10347228.000000 Penalty: 5469.925781 Iteration 107Q: 3 clusters Score -1.034723e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 54095 members Entering Unmasked Estep Score: -10347311.000000 Penalty: 5469.925781 Iteration 108Q: 3 clusters Score -1.034731e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 54450 members Entering Unmasked Estep Score: -10347365.000000 Penalty: 5469.925781 Iteration 109Q: 3 clusters Score -1.034736e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 54799 members Entering Unmasked Estep Score: -10347434.000000 Penalty: 5469.925781 Iteration 110Q: 3 clusters Score -1.034743e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 55196 members Entering Unmasked Estep Score: -10347525.000000 Penalty: 5469.925781 Iteration 111Q: 3 clusters Score -1.034752e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 55579 members Entering Unmasked Estep Score: -10347655.000000 Penalty: 5469.925781 Iteration 112Q: 3 clusters Score -1.034766e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 55928 members Entering Unmasked Estep Score: -10347715.000000 Penalty: 5469.925781 Iteration 113Q: 3 clusters Score -1.034772e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 56267 members Entering Unmasked Estep Score: -10347777.000000 Penalty: 5469.925781 Iteration 114Q: 3 clusters Score -1.034778e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 56625 members Entering Unmasked Estep Score: -10347863.000000 Penalty: 5469.925781 Iteration 115Q: 3 clusters Score -1.034786e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 56973 members Entering Unmasked Estep Score: -10347968.000000 Penalty: 5469.925781 Iteration 116Q: 3 clusters Score -1.034797e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 57310 members Entering Unmasked Estep Score: -10348041.000000 Penalty: 5469.925781 Iteration 117Q: 3 clusters Score -1.034804e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 57636 members Entering Unmasked Estep Score: -10348104.000000 Penalty: 5469.925781 Iteration 118Q: 3 clusters Score -1.03481e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 57961 members Entering Unmasked Estep Score: -10348167.000000 Penalty: 5469.925781 Iteration 119Q: 3 clusters Score -1.034817e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 58262 members Entering Unmasked Estep Score: -10348241.000000 Penalty: 5469.925781 Iteration 120F: 3 clusters Score -1.034824e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 58521 members Entering Unmasked Estep Score: -10348340.000000 Penalty: 5469.925781 Iteration 121Q: 3 clusters Score -1.034834e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 58767 members Entering Unmasked Estep Score: -10348416.000000 Penalty: 5469.925781 Iteration 122Q: 3 clusters Score -1.034842e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 58984 members Entering Unmasked Estep Score: -10348448.000000 Penalty: 5469.925781 Iteration 123Q: 3 clusters Score -1.034845e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 59174 members Entering Unmasked Estep Score: -10348522.000000 Penalty: 5469.925781 Iteration 124Q: 3 clusters Score -1.034852e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 59328 members Entering Unmasked Estep Score: -10348551.000000 Penalty: 5469.925781 Iteration 125Q: 3 clusters Score -1.034855e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 59457 members Entering Unmasked Estep Score: -10348584.000000 Penalty: 5469.925781 Iteration 126Q: 3 clusters Score -1.034858e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 59558 members Entering Unmasked Estep Score: -10348594.000000 Penalty: 5469.925781 Iteration 127Q: 3 clusters Score -1.034859e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 59649 members Entering Unmasked Estep Score: -10348617.000000 Penalty: 5469.925781 Iteration 128Q: 3 clusters Score -1.034862e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 59726 members Entering Unmasked Estep Score: -10348649.000000 Penalty: 5469.925781 Iteration 129Q: 3 clusters Score -1.034865e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 59796 members Entering Unmasked Estep Score: -10348673.000000 Penalty: 5469.925781 Iteration 130Q: 3 clusters Score -1.034867e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 59866 members Entering Unmasked Estep Score: -10348681.000000 Penalty: 5469.925781 Iteration 131Q: 3 clusters Score -1.034868e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 59913 members Entering Unmasked Estep Score: -10348680.000000 Penalty: 5469.925781 Iteration 132Q: 3 clusters Score -1.034868e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 59947 members Entering Unmasked Estep Score: -10348698.000000 Penalty: 5469.925781 Iteration 133Q: 3 clusters Score -1.03487e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 59987 members Entering Unmasked Estep Score: -10348702.000000 Penalty: 5469.925781 Iteration 134Q: 3 clusters Score -1.03487e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 60014 members Entering Unmasked Estep Score: -10348714.000000 Penalty: 5469.925781 Iteration 135Q: 3 clusters Score -1.034871e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 60043 members Entering Unmasked Estep Score: -10348716.000000 Penalty: 5469.925781 Iteration 136Q: 3 clusters Score -1.034872e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 60066 members Entering Unmasked Estep Score: -10348732.000000 Penalty: 5469.925781 Iteration 137Q: 3 clusters Score -1.034873e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 60083 members Entering Unmasked Estep Score: -10348736.000000 Penalty: 5469.925781 Iteration 138Q: 3 clusters Score -1.034874e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 60094 members Entering Unmasked Estep Score: -10348743.000000 Penalty: 5469.925781 Iteration 139Q: 3 clusters Score -1.034874e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 60099 members Entering Unmasked Estep Score: -10348743.000000 Penalty: 5469.925781 Iteration 140F: 3 clusters Score -1.034874e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 60110 members Entering Unmasked Estep Score: -10348736.000000 Penalty: 5469.925781 Iteration 141Q: 3 clusters Score -1.034874e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 60119 members Entering Unmasked Estep Score: -10348748.000000 Penalty: 5469.925781 Iteration 142Q: 3 clusters Score -1.034875e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 60129 members Entering Unmasked Estep Score: -10348740.000000 Penalty: 5469.925781 Iteration 143Q: 3 clusters Score -1.034874e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 60144 members Entering Unmasked Estep Score: -10348751.000000 Penalty: 5469.925781 Iteration 144Q: 3 clusters Score -1.034875e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 60159 members Entering Unmasked Estep Score: -10348756.000000 Penalty: 5469.925781 Iteration 145Q: 3 clusters Score -1.034876e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 60169 members Entering Unmasked Estep Score: -10348760.000000 Penalty: 5469.925781 Iteration 146Q: 3 clusters Score -1.034876e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 60173 members Entering Unmasked Estep Score: -10348762.000000 Penalty: 5469.925781 Iteration 147Q: 3 clusters Score -1.034876e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 60174 members Entering Unmasked Estep Score: -10348765.000000 Penalty: 5469.925781 Iteration 148Q: 3 clusters Score -1.034876e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 60176 members Entering Unmasked Estep Score: -10348761.000000 Penalty: 5469.925781 Iteration 149Q: 3 clusters Score -1.034876e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 60177 members Entering Unmasked Estep Score: -10348762.000000 Penalty: 5469.925781 Iteration 150Q: 3 clusters Score -1.034876e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 60179 members Entering Unmasked Estep Score: -10348767.000000 Penalty: 5469.925781 Iteration 151Q: 3 clusters Score -1.034877e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 60181 members Entering Unmasked Estep Score: -10348765.000000 Penalty: 5469.925781 Iteration 152Q: 3 clusters Score -1.034876e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 60184 members Entering Unmasked Estep Score: -10348773.000000 Penalty: 5469.925781 Iteration 153Q: 3 clusters Score -1.034877e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 60187 members Entering Unmasked Estep Score: -10348765.000000 Penalty: 5469.925781 Iteration 154Q: 3 clusters Score -1.034876e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 60188 members Entering Unmasked Estep Score: -10348770.000000 Penalty: 5469.925781 Iteration 155Q: 3 clusters Score -1.034877e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 60189 members Entering Unmasked Estep Score: -10348762.000000 Penalty: 5469.925781 Iteration 156Q: 3 clusters Score -1.034876e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 60190 members Entering Unmasked Estep Score: -10348765.000000 Penalty: 5469.925781 Iteration 157Q: 3 clusters Score -1.034876e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 60190 members Entering Unmasked Estep Score: -10348765.000000 Penalty: 5469.925781 Iteration 158F: 3 clusters Score -1.034876e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Entering Unmasked Estep Score: -858311.312500 Penalty: 2126.761475 Iteration 0F: 2 clusters Score -858311.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -853666.687500 Penalty: 4253.522949 Iteration 0F: 3 clusters Score -853666.7 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -854858.562500 Penalty: 4253.522949 Iteration 1F: 3 clusters Score -854858.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -855199.875000 Penalty: 4253.522949 Iteration 2F: 3 clusters Score -855199.9 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -855500.562500 Penalty: 4253.522949 Iteration 3F: 3 clusters Score -855500.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -855764.687500 Penalty: 4253.522949 Iteration 4F: 3 clusters Score -855764.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -855984.687500 Penalty: 4253.522949 Iteration 5F: 3 clusters Score -855984.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -856182.500000 Penalty: 4253.522949 Iteration 6Q: 3 clusters Score -856182.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -856308.500000 Penalty: 4253.522949 Iteration 7Q: 3 clusters Score -856308.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -856406.687500 Penalty: 4253.522949 Iteration 8Q: 3 clusters Score -856406.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -856495.562500 Penalty: 4253.522949 Iteration 9Q: 3 clusters Score -856495.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -856560.187500 Penalty: 4253.522949 Iteration 10Q: 3 clusters Score -856560.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -856608.812500 Penalty: 4253.522949 Iteration 11Q: 3 clusters Score -856608.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -856645.812500 Penalty: 4253.522949 Iteration 12Q: 3 clusters Score -856645.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -856672.625000 Penalty: 4253.522949 Iteration 13Q: 3 clusters Score -856672.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -856692.187500 Penalty: 4253.522949 Iteration 14Q: 3 clusters Score -856692.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -856709.062500 Penalty: 4253.522949 Iteration 15Q: 3 clusters Score -856709.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -856717.625000 Penalty: 4253.522949 Iteration 16Q: 3 clusters Score -856717.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -856729.812500 Penalty: 4253.522949 Iteration 17Q: 3 clusters Score -856729.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -856737.812500 Penalty: 4253.522949 Iteration 18Q: 3 clusters Score -856737.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -856741.875000 Penalty: 4253.522949 Iteration 19Q: 3 clusters Score -856741.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -856747.937500 Penalty: 4253.522949 Iteration 20F: 3 clusters Score -856747.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -856750.000000 Penalty: 4253.522949 Iteration 21Q: 3 clusters Score -856750 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -856754.187500 Penalty: 4253.522949 Iteration 22Q: 3 clusters Score -856754.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -856756.562500 Penalty: 4253.522949 Iteration 23Q: 3 clusters Score -856756.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -856756.562500 Penalty: 4253.522949 Iteration 24F: 3 clusters Score -856756.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -48094.191406 Penalty: 1458.372192 Iteration 0F: 2 clusters Score -48094.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -46847.367188 Penalty: 2916.744385 Iteration 0F: 3 clusters Score -46847.37 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -46982.976562 Penalty: 2916.744385 Iteration 1F: 3 clusters Score -46982.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -47021.042969 Penalty: 2916.744385 Iteration 2Q: 3 clusters Score -47021.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -47066.421875 Penalty: 2916.744385 Iteration 3Q: 3 clusters Score -47066.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -47087.335938 Penalty: 2916.744385 Iteration 4Q: 3 clusters Score -47087.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -47103.464844 Penalty: 2916.744385 Iteration 5Q: 3 clusters Score -47103.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -47103.464844 Penalty: 2916.744385 Iteration 6F: 3 clusters Score -47103.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -46409.906250 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -46409.91 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 164 members Entering Unmasked Estep Score: -45190.074219 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -45190.07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45476.191406 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -45476.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -45584.792969 Penalty: 2880.838867 Iteration 2Q: 3 clusters Score -45584.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45610.925781 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -45610.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45628.953125 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -45628.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -45642.355469 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -45642.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -45647.199219 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -45647.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45649.078125 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -45649.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45649.078125 Penalty: 2880.838867 Iteration 8F: 3 clusters Score -45649.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (44148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44148 members Entering Unmasked Estep Score: -6966579.500000 Penalty: 2652.435059 Iteration 0F: 2 clusters Score -6966580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -6936701.500000 Penalty: 5304.870117 Iteration 0F: 3 clusters Score -6936702 nChanged 20305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20755 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -6948574.500000 Penalty: 5304.870117 Iteration 1F: 3 clusters Score -6948574 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19995 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -6949699.000000 Penalty: 5304.870117 Iteration 2F: 3 clusters Score -6949699 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 25199 members Entering Unmasked Estep Score: -6950998.500000 Penalty: 5304.870117 Iteration 3F: 3 clusters Score -6950998 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 26542 members Entering Unmasked Estep Score: -6952554.500000 Penalty: 5304.870117 Iteration 4F: 3 clusters Score -6952554 nChanged 2793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -6954249.000000 Penalty: 5304.870117 Iteration 5F: 3 clusters Score -6954249 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 30135 members Entering Unmasked Estep Score: -6956026.000000 Penalty: 5304.870117 Iteration 6F: 3 clusters Score -6956026 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 32201 members Entering Unmasked Estep Score: -6957738.000000 Penalty: 5304.870117 Iteration 7F: 3 clusters Score -6957738 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 34265 members Entering Unmasked Estep Score: -6959356.500000 Penalty: 5304.870117 Iteration 8F: 3 clusters Score -6959356 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 36098 members Entering Unmasked Estep Score: -6960625.500000 Penalty: 5304.870117 Iteration 9Q: 3 clusters Score -6960626 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 37637 members Entering Unmasked Estep Score: -6961628.000000 Penalty: 5304.870117 Iteration 10Q: 3 clusters Score -6961628 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 38905 members Entering Unmasked Estep Score: -6962405.500000 Penalty: 5304.870117 Iteration 11Q: 3 clusters Score -6962406 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 39919 members Entering Unmasked Estep Score: -6963001.000000 Penalty: 5304.870117 Iteration 12Q: 3 clusters Score -6963001 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 40715 members Entering Unmasked Estep Score: -6963458.000000 Penalty: 5304.870117 Iteration 13Q: 3 clusters Score -6963458 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 41307 members Entering Unmasked Estep Score: -6963743.000000 Penalty: 5304.870117 Iteration 14Q: 3 clusters Score -6963743 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 41770 members Entering Unmasked Estep Score: -6963968.500000 Penalty: 5304.870117 Iteration 15Q: 3 clusters Score -6963968 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 42116 members Entering Unmasked Estep Score: -6964164.000000 Penalty: 5304.870117 Iteration 16Q: 3 clusters Score -6964164 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 42343 members Entering Unmasked Estep Score: -6964287.000000 Penalty: 5304.870117 Iteration 17Q: 3 clusters Score -6964287 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 42506 members Entering Unmasked Estep Score: -6964323.000000 Penalty: 5304.870117 Iteration 18Q: 3 clusters Score -6964323 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 42648 members Entering Unmasked Estep Score: -6964394.000000 Penalty: 5304.870117 Iteration 19Q: 3 clusters Score -6964394 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 42746 members Entering Unmasked Estep Score: -6964442.500000 Penalty: 5304.870117 Iteration 20F: 3 clusters Score -6964442 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 42824 members Entering Unmasked Estep Score: -6964483.500000 Penalty: 5304.870117 Iteration 21Q: 3 clusters Score -6964484 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 42883 members Entering Unmasked Estep Score: -6964518.500000 Penalty: 5304.870117 Iteration 22Q: 3 clusters Score -6964518 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 42927 members Entering Unmasked Estep Score: -6964537.000000 Penalty: 5304.870117 Iteration 23Q: 3 clusters Score -6964537 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 42962 members Entering Unmasked Estep Score: -6964547.500000 Penalty: 5304.870117 Iteration 24Q: 3 clusters Score -6964548 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 42997 members Entering Unmasked Estep Score: -6964563.500000 Penalty: 5304.870117 Iteration 25Q: 3 clusters Score -6964564 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 43018 members Entering Unmasked Estep Score: -6964580.000000 Penalty: 5304.870117 Iteration 26Q: 3 clusters Score -6964580 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 43035 members Entering Unmasked Estep Score: -6964576.000000 Penalty: 5304.870117 Iteration 27Q: 3 clusters Score -6964576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 43046 members Entering Unmasked Estep Score: -6964577.500000 Penalty: 5304.870117 Iteration 28Q: 3 clusters Score -6964578 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 43053 members Entering Unmasked Estep Score: -6964581.500000 Penalty: 5304.870117 Iteration 29Q: 3 clusters Score -6964582 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 43063 members Entering Unmasked Estep Score: -6964594.000000 Penalty: 5304.870117 Iteration 30Q: 3 clusters Score -6964594 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 43074 members Entering Unmasked Estep Score: -6964594.000000 Penalty: 5304.870117 Iteration 31Q: 3 clusters Score -6964594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 43080 members Entering Unmasked Estep Score: -6964603.500000 Penalty: 5304.870117 Iteration 32Q: 3 clusters Score -6964604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 43083 members Entering Unmasked Estep Score: -6964603.500000 Penalty: 5304.870117 Iteration 33Q: 3 clusters Score -6964604 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 43090 members Entering Unmasked Estep Score: -6964611.500000 Penalty: 5304.870117 Iteration 34Q: 3 clusters Score -6964612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 43096 members Entering Unmasked Estep Score: -6964614.000000 Penalty: 5304.870117 Iteration 35Q: 3 clusters Score -6964614 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 43104 members Entering Unmasked Estep Score: -6964615.500000 Penalty: 5304.870117 Iteration 36Q: 3 clusters Score -6964616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 43109 members Entering Unmasked Estep Score: -6964613.500000 Penalty: 5304.870117 Iteration 37Q: 3 clusters Score -6964614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 43113 members Entering Unmasked Estep Score: -6964623.000000 Penalty: 5304.870117 Iteration 38Q: 3 clusters Score -6964623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 43117 members Entering Unmasked Estep Score: -6964626.000000 Penalty: 5304.870117 Iteration 39Q: 3 clusters Score -6964626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 43126 members Entering Unmasked Estep Score: -6964628.000000 Penalty: 5304.870117 Iteration 40F: 3 clusters Score -6964628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 43134 members Entering Unmasked Estep Score: -6964637.500000 Penalty: 5304.870117 Iteration 41Q: 3 clusters Score -6964638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 43141 members Entering Unmasked Estep Score: -6964637.000000 Penalty: 5304.870117 Iteration 42Q: 3 clusters Score -6964637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 43146 members Entering Unmasked Estep Score: -6964635.000000 Penalty: 5304.870117 Iteration 43Q: 3 clusters Score -6964635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 43150 members Entering Unmasked Estep Score: -6964633.500000 Penalty: 5304.870117 Iteration 44Q: 3 clusters Score -6964634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 43154 members Entering Unmasked Estep Score: -6964647.500000 Penalty: 5304.870117 Iteration 45Q: 3 clusters Score -6964648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 43160 members Entering Unmasked Estep Score: -6964643.000000 Penalty: 5304.870117 Iteration 46Q: 3 clusters Score -6964643 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 43167 members Entering Unmasked Estep Score: -6964656.000000 Penalty: 5304.870117 Iteration 47Q: 3 clusters Score -6964656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 43172 members Entering Unmasked Estep Score: -6964660.000000 Penalty: 5304.870117 Iteration 48Q: 3 clusters Score -6964660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 43175 members Entering Unmasked Estep Score: -6964657.000000 Penalty: 5304.870117 Iteration 49Q: 3 clusters Score -6964657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 43176 members Entering Unmasked Estep Score: -6964664.000000 Penalty: 5304.870117 Iteration 50Q: 3 clusters Score -6964664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 43179 members Entering Unmasked Estep Score: -6964654.000000 Penalty: 5304.870117 Iteration 51Q: 3 clusters Score -6964654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 43179 members Entering Unmasked Estep Score: -6964662.000000 Penalty: 5304.870117 Iteration 52Q: 3 clusters Score -6964662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 43181 members Entering Unmasked Estep Score: -6964663.000000 Penalty: 5304.870117 Iteration 53Q: 3 clusters Score -6964663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 43182 members Entering Unmasked Estep Score: -6964667.500000 Penalty: 5304.870117 Iteration 54Q: 3 clusters Score -6964668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 43188 members Entering Unmasked Estep Score: -6964668.500000 Penalty: 5304.870117 Iteration 55Q: 3 clusters Score -6964668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 43189 members Entering Unmasked Estep Score: -6964674.500000 Penalty: 5304.870117 Iteration 56Q: 3 clusters Score -6964674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 43195 members Entering Unmasked Estep Score: -6964678.000000 Penalty: 5304.870117 Iteration 57Q: 3 clusters Score -6964678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 43203 members Entering Unmasked Estep Score: -6964704.000000 Penalty: 5304.870117 Iteration 58Q: 3 clusters Score -6964704 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 43211 members Entering Unmasked Estep Score: -6964706.500000 Penalty: 5304.870117 Iteration 59Q: 3 clusters Score -6964706 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 43223 members Entering Unmasked Estep Score: -6964720.000000 Penalty: 5304.870117 Iteration 60F: 3 clusters Score -6964720 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 43228 members Entering Unmasked Estep Score: -6964729.500000 Penalty: 5304.870117 Iteration 61Q: 3 clusters Score -6964730 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 43243 members Entering Unmasked Estep Score: -6964748.500000 Penalty: 5304.870117 Iteration 62Q: 3 clusters Score -6964748 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 43254 members Entering Unmasked Estep Score: -6964760.500000 Penalty: 5304.870117 Iteration 63Q: 3 clusters Score -6964760 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 43261 members Entering Unmasked Estep Score: -6964768.500000 Penalty: 5304.870117 Iteration 64Q: 3 clusters Score -6964768 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 43264 members Entering Unmasked Estep Score: -6964775.500000 Penalty: 5304.870117 Iteration 65Q: 3 clusters Score -6964776 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 43263 members Entering Unmasked Estep Score: -6964780.500000 Penalty: 5304.870117 Iteration 66Q: 3 clusters Score -6964780 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 43268 members Entering Unmasked Estep Score: -6964799.000000 Penalty: 5304.870117 Iteration 67Q: 3 clusters Score -6964799 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 43276 members Entering Unmasked Estep Score: -6964804.500000 Penalty: 5304.870117 Iteration 68Q: 3 clusters Score -6964804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 43283 members Entering Unmasked Estep Score: -6964818.500000 Penalty: 5304.870117 Iteration 69Q: 3 clusters Score -6964818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 43285 members Entering Unmasked Estep Score: -6964820.000000 Penalty: 5304.870117 Iteration 70Q: 3 clusters Score -6964820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 43285 members Entering Unmasked Estep Score: -6964818.000000 Penalty: 5304.870117 Iteration 71Q: 3 clusters Score -6964818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 43287 members Entering Unmasked Estep Score: -6964808.500000 Penalty: 5304.870117 Iteration 72Q: 3 clusters Score -6964808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 43287 members Entering Unmasked Estep Score: -6964814.500000 Penalty: 5304.870117 Iteration 73Q: 3 clusters Score -6964814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 43286 members Entering Unmasked Estep Score: -6964817.000000 Penalty: 5304.870117 Iteration 74Q: 3 clusters Score -6964817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 43286 members Entering Unmasked Estep Score: -6964817.000000 Penalty: 5304.870117 Iteration 75F: 3 clusters Score -6964817 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Entering Unmasked Estep Score: -425899.875000 Penalty: 1942.536255 Iteration 0F: 2 clusters Score -425899.9 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 1270 members Entering Unmasked Estep Score: -422922.250000 Penalty: 3885.072510 Iteration 0F: 3 clusters Score -422922.2 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -423466.875000 Penalty: 3885.072510 Iteration 1F: 3 clusters Score -423466.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -423612.500000 Penalty: 3885.072510 Iteration 2F: 3 clusters Score -423612.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -423696.437500 Penalty: 3885.072510 Iteration 3Q: 3 clusters Score -423696.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -423754.375000 Penalty: 3885.072510 Iteration 4Q: 3 clusters Score -423754.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -423791.062500 Penalty: 3885.072510 Iteration 5Q: 3 clusters Score -423791.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -423809.656250 Penalty: 3885.072510 Iteration 6Q: 3 clusters Score -423809.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -423826.687500 Penalty: 3885.072510 Iteration 7Q: 3 clusters Score -423826.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -423842.468750 Penalty: 3885.072510 Iteration 8Q: 3 clusters Score -423842.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -423855.125000 Penalty: 3885.072510 Iteration 9Q: 3 clusters Score -423855.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -423865.406250 Penalty: 3885.072510 Iteration 10Q: 3 clusters Score -423865.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -423872.906250 Penalty: 3885.072510 Iteration 11Q: 3 clusters Score -423872.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -423878.406250 Penalty: 3885.072510 Iteration 12Q: 3 clusters Score -423878.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -423882.906250 Penalty: 3885.072510 Iteration 13Q: 3 clusters Score -423882.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -423890.656250 Penalty: 3885.072510 Iteration 14Q: 3 clusters Score -423890.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -423896.218750 Penalty: 3885.072510 Iteration 15Q: 3 clusters Score -423896.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -423902.375000 Penalty: 3885.072510 Iteration 16Q: 3 clusters Score -423902.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -423911.875000 Penalty: 3885.072510 Iteration 17Q: 3 clusters Score -423911.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -423915.093750 Penalty: 3885.072510 Iteration 18Q: 3 clusters Score -423915.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -423916.687500 Penalty: 3885.072510 Iteration 19Q: 3 clusters Score -423916.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -423917.656250 Penalty: 3885.072510 Iteration 20F: 3 clusters Score -423917.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -423919.343750 Penalty: 3885.072510 Iteration 21Q: 3 clusters Score -423919.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -423921.343750 Penalty: 3885.072510 Iteration 22Q: 3 clusters Score -423921.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -423921.000000 Penalty: 3885.072510 Iteration 23Q: 3 clusters Score -423921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -423921.937500 Penalty: 3885.072510 Iteration 24Q: 3 clusters Score -423921.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -423922.531250 Penalty: 3885.072510 Iteration 25Q: 3 clusters Score -423922.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -423922.750000 Penalty: 3885.072510 Iteration 26Q: 3 clusters Score -423922.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -423922.750000 Penalty: 3885.072510 Iteration 27F: 3 clusters Score -423922.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Entering Unmasked Estep Score: -631809.062500 Penalty: 2048.281494 Iteration 0F: 2 clusters Score -631809.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -628048.500000 Penalty: 4096.562988 Iteration 0F: 3 clusters Score -628048.5 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -629035.750000 Penalty: 4096.562988 Iteration 1F: 3 clusters Score -629035.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -629346.937500 Penalty: 4096.562988 Iteration 2F: 3 clusters Score -629346.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -629684.125000 Penalty: 4096.562988 Iteration 3F: 3 clusters Score -629684.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -630081.937500 Penalty: 4096.562988 Iteration 4F: 3 clusters Score -630081.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -630397.187500 Penalty: 4096.562988 Iteration 5F: 3 clusters Score -630397.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -630567.187500 Penalty: 4096.562988 Iteration 6Q: 3 clusters Score -630567.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -630661.750000 Penalty: 4096.562988 Iteration 7Q: 3 clusters Score -630661.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -630709.437500 Penalty: 4096.562988 Iteration 8Q: 3 clusters Score -630709.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -630741.687500 Penalty: 4096.562988 Iteration 9Q: 3 clusters Score -630741.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -630765.500000 Penalty: 4096.562988 Iteration 10Q: 3 clusters Score -630765.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -630779.375000 Penalty: 4096.562988 Iteration 11Q: 3 clusters Score -630779.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -630789.687500 Penalty: 4096.562988 Iteration 12Q: 3 clusters Score -630789.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -630797.812500 Penalty: 4096.562988 Iteration 13Q: 3 clusters Score -630797.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -630810.812500 Penalty: 4096.562988 Iteration 14Q: 3 clusters Score -630810.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -630817.812500 Penalty: 4096.562988 Iteration 15Q: 3 clusters Score -630817.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -630822.750000 Penalty: 4096.562988 Iteration 16Q: 3 clusters Score -630822.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -630826.562500 Penalty: 4096.562988 Iteration 17Q: 3 clusters Score -630826.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -630830.375000 Penalty: 4096.562988 Iteration 18Q: 3 clusters Score -630830.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -630835.062500 Penalty: 4096.562988 Iteration 19Q: 3 clusters Score -630835.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -630837.750000 Penalty: 4096.562988 Iteration 20F: 3 clusters Score -630837.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -630839.000000 Penalty: 4096.562988 Iteration 21Q: 3 clusters Score -630839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -630841.062500 Penalty: 4096.562988 Iteration 22Q: 3 clusters Score -630841.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -630842.250000 Penalty: 4096.562988 Iteration 23Q: 3 clusters Score -630842.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -630843.625000 Penalty: 4096.562988 Iteration 24Q: 3 clusters Score -630843.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -630847.562500 Penalty: 4096.562988 Iteration 25Q: 3 clusters Score -630847.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -630848.687500 Penalty: 4096.562988 Iteration 26Q: 3 clusters Score -630848.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -630852.000000 Penalty: 4096.562988 Iteration 27Q: 3 clusters Score -630852 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -630854.125000 Penalty: 4096.562988 Iteration 28Q: 3 clusters Score -630854.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -630858.000000 Penalty: 4096.562988 Iteration 29Q: 3 clusters Score -630858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -630860.125000 Penalty: 4096.562988 Iteration 30Q: 3 clusters Score -630860.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -630863.437500 Penalty: 4096.562988 Iteration 31Q: 3 clusters Score -630863.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -630869.000000 Penalty: 4096.562988 Iteration 32Q: 3 clusters Score -630869 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -630870.875000 Penalty: 4096.562988 Iteration 33Q: 3 clusters Score -630870.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -630874.125000 Penalty: 4096.562988 Iteration 34Q: 3 clusters Score -630874.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -630878.500000 Penalty: 4096.562988 Iteration 35Q: 3 clusters Score -630878.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -630883.187500 Penalty: 4096.562988 Iteration 36Q: 3 clusters Score -630883.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -630884.625000 Penalty: 4096.562988 Iteration 37Q: 3 clusters Score -630884.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -630886.875000 Penalty: 4096.562988 Iteration 38Q: 3 clusters Score -630886.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -630886.625000 Penalty: 4096.562988 Iteration 39Q: 3 clusters Score -630886.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -630887.437500 Penalty: 4096.562988 Iteration 40F: 3 clusters Score -630887.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -630888.125000 Penalty: 4096.562988 Iteration 41Q: 3 clusters Score -630888.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -630887.000000 Penalty: 4096.562988 Iteration 42Q: 3 clusters Score -630887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -630886.437500 Penalty: 4096.562988 Iteration 43Q: 3 clusters Score -630886.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -630887.625000 Penalty: 4096.562988 Iteration 44Q: 3 clusters Score -630887.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -630888.187500 Penalty: 4096.562988 Iteration 45Q: 3 clusters Score -630888.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -630888.437500 Penalty: 4096.562988 Iteration 46Q: 3 clusters Score -630888.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -630888.437500 Penalty: 4096.562988 Iteration 47F: 3 clusters Score -630888.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Entering Unmasked Estep Score: -27049.945312 Penalty: 1349.719604 Iteration 0F: 2 clusters Score -27049.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -26023.646484 Penalty: 2699.439209 Iteration 0F: 3 clusters Score -26023.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26204.687500 Penalty: 2699.439209 Iteration 1F: 3 clusters Score -26204.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26274.150391 Penalty: 2699.439209 Iteration 2F: 3 clusters Score -26274.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26320.013672 Penalty: 2699.439209 Iteration 3Q: 3 clusters Score -26320.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -26360.011719 Penalty: 2699.439209 Iteration 4Q: 3 clusters Score -26360.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -26360.011719 Penalty: 2699.439209 Iteration 5F: 3 clusters Score -26360.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Entering Unmasked Estep Score: -3616542.250000 Penalty: 2471.018066 Iteration 0F: 2 clusters Score -3616542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -3601674.000000 Penalty: 4942.036133 Iteration 0F: 3 clusters Score -3601674 nChanged 9364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -3606714.250000 Penalty: 4942.036133 Iteration 1F: 3 clusters Score -3606714 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -3607158.000000 Penalty: 4942.036133 Iteration 2F: 3 clusters Score -3607158 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -3607522.250000 Penalty: 4942.036133 Iteration 3Q: 3 clusters Score -3607522 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10104 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -3607877.250000 Penalty: 4942.036133 Iteration 4Q: 3 clusters Score -3607877 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -3608169.250000 Penalty: 4942.036133 Iteration 5Q: 3 clusters Score -3608169 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -3608485.250000 Penalty: 4942.036133 Iteration 6Q: 3 clusters Score -3608485 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -3608752.000000 Penalty: 4942.036133 Iteration 7Q: 3 clusters Score -3608752 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -3609059.000000 Penalty: 4942.036133 Iteration 8Q: 3 clusters Score -3609059 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -3609405.750000 Penalty: 4942.036133 Iteration 9Q: 3 clusters Score -3609406 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 12944 members Entering Unmasked Estep Score: -3609764.250000 Penalty: 4942.036133 Iteration 10Q: 3 clusters Score -3609764 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 13396 members Entering Unmasked Estep Score: -3610116.750000 Penalty: 4942.036133 Iteration 11Q: 3 clusters Score -3610117 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 13935 members Entering Unmasked Estep Score: -3610510.500000 Penalty: 4942.036133 Iteration 12Q: 3 clusters Score -3610510 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 14484 members Entering Unmasked Estep Score: -3610904.000000 Penalty: 4942.036133 Iteration 13Q: 3 clusters Score -3610904 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -3611285.250000 Penalty: 4942.036133 Iteration 14Q: 3 clusters Score -3611285 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 15585 members Entering Unmasked Estep Score: -3611666.750000 Penalty: 4942.036133 Iteration 15Q: 3 clusters Score -3611667 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -3612022.250000 Penalty: 4942.036133 Iteration 16Q: 3 clusters Score -3612022 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -3612339.000000 Penalty: 4942.036133 Iteration 17Q: 3 clusters Score -3612339 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -3612579.750000 Penalty: 4942.036133 Iteration 18Q: 3 clusters Score -3612580 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 17296 members Entering Unmasked Estep Score: -3612776.500000 Penalty: 4942.036133 Iteration 19Q: 3 clusters Score -3612776 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -3612910.500000 Penalty: 4942.036133 Iteration 20F: 3 clusters Score -3612910 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 17881 members Entering Unmasked Estep Score: -3613059.250000 Penalty: 4942.036133 Iteration 21Q: 3 clusters Score -3613059 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 18165 members Entering Unmasked Estep Score: -3613206.500000 Penalty: 4942.036133 Iteration 22Q: 3 clusters Score -3613206 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 18443 members Entering Unmasked Estep Score: -3613334.000000 Penalty: 4942.036133 Iteration 23Q: 3 clusters Score -3613334 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 18714 members Entering Unmasked Estep Score: -3613440.250000 Penalty: 4942.036133 Iteration 24Q: 3 clusters Score -3613440 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 18936 members Entering Unmasked Estep Score: -3613545.250000 Penalty: 4942.036133 Iteration 25Q: 3 clusters Score -3613545 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 19146 members Entering Unmasked Estep Score: -3613638.000000 Penalty: 4942.036133 Iteration 26Q: 3 clusters Score -3613638 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 19327 members Entering Unmasked Estep Score: -3613721.000000 Penalty: 4942.036133 Iteration 27Q: 3 clusters Score -3613721 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 19501 members Entering Unmasked Estep Score: -3613822.000000 Penalty: 4942.036133 Iteration 28Q: 3 clusters Score -3613822 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -3613915.750000 Penalty: 4942.036133 Iteration 29Q: 3 clusters Score -3613916 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 19804 members Entering Unmasked Estep Score: -3613998.500000 Penalty: 4942.036133 Iteration 30Q: 3 clusters Score -3613998 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -3614065.500000 Penalty: 4942.036133 Iteration 31Q: 3 clusters Score -3614066 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -3614129.500000 Penalty: 4942.036133 Iteration 32Q: 3 clusters Score -3614130 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 20137 members Entering Unmasked Estep Score: -3614190.000000 Penalty: 4942.036133 Iteration 33Q: 3 clusters Score -3614190 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 20227 members Entering Unmasked Estep Score: -3614238.750000 Penalty: 4942.036133 Iteration 34Q: 3 clusters Score -3614239 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 20301 members Entering Unmasked Estep Score: -3614279.500000 Penalty: 4942.036133 Iteration 35Q: 3 clusters Score -3614280 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 20353 members Entering Unmasked Estep Score: -3614299.250000 Penalty: 4942.036133 Iteration 36Q: 3 clusters Score -3614299 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 20404 members Entering Unmasked Estep Score: -3614326.250000 Penalty: 4942.036133 Iteration 37Q: 3 clusters Score -3614326 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -3614346.250000 Penalty: 4942.036133 Iteration 38Q: 3 clusters Score -3614346 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 20488 members Entering Unmasked Estep Score: -3614385.500000 Penalty: 4942.036133 Iteration 39Q: 3 clusters Score -3614386 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -3614407.750000 Penalty: 4942.036133 Iteration 40F: 3 clusters Score -3614408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -3614418.000000 Penalty: 4942.036133 Iteration 41Q: 3 clusters Score -3614418 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 20559 members Entering Unmasked Estep Score: -3614428.750000 Penalty: 4942.036133 Iteration 42Q: 3 clusters Score -3614429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 20565 members Entering Unmasked Estep Score: -3614434.250000 Penalty: 4942.036133 Iteration 43Q: 3 clusters Score -3614434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 20572 members Entering Unmasked Estep Score: -3614437.500000 Penalty: 4942.036133 Iteration 44Q: 3 clusters Score -3614438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 20575 members Entering Unmasked Estep Score: -3614436.750000 Penalty: 4942.036133 Iteration 45Q: 3 clusters Score -3614437 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 20580 members Entering Unmasked Estep Score: -3614435.750000 Penalty: 4942.036133 Iteration 46Q: 3 clusters Score -3614436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 20581 members Entering Unmasked Estep Score: -3614435.000000 Penalty: 4942.036133 Iteration 47Q: 3 clusters Score -3614435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 20581 members Entering Unmasked Estep Score: -3614435.000000 Penalty: 4942.036133 Iteration 48F: 3 clusters Score -3614435 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Entering Unmasked Estep Score: -891608.812500 Penalty: 2129.413818 Iteration 0F: 2 clusters Score -891608.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -886938.062500 Penalty: 4258.827637 Iteration 0F: 3 clusters Score -886938.1 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -888046.187500 Penalty: 4258.827637 Iteration 1F: 3 clusters Score -888046.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -888265.250000 Penalty: 4258.827637 Iteration 2F: 3 clusters Score -888265.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -888402.875000 Penalty: 4258.827637 Iteration 3Q: 3 clusters Score -888402.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -888519.250000 Penalty: 4258.827637 Iteration 4Q: 3 clusters Score -888519.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -888616.625000 Penalty: 4258.827637 Iteration 5Q: 3 clusters Score -888616.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -888705.312500 Penalty: 4258.827637 Iteration 6Q: 3 clusters Score -888705.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -888784.937500 Penalty: 4258.827637 Iteration 7Q: 3 clusters Score -888784.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -888865.500000 Penalty: 4258.827637 Iteration 8Q: 3 clusters Score -888865.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -888968.062500 Penalty: 4258.827637 Iteration 9Q: 3 clusters Score -888968.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -889092.937500 Penalty: 4258.827637 Iteration 10Q: 3 clusters Score -889092.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -889234.437500 Penalty: 4258.827637 Iteration 11Q: 3 clusters Score -889234.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -889392.375000 Penalty: 4258.827637 Iteration 12Q: 3 clusters Score -889392.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -889543.875000 Penalty: 4258.827637 Iteration 13Q: 3 clusters Score -889543.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -889676.875000 Penalty: 4258.827637 Iteration 14Q: 3 clusters Score -889676.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -889775.000000 Penalty: 4258.827637 Iteration 15Q: 3 clusters Score -889775 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -889844.375000 Penalty: 4258.827637 Iteration 16Q: 3 clusters Score -889844.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -889892.062500 Penalty: 4258.827637 Iteration 17Q: 3 clusters Score -889892.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -889929.687500 Penalty: 4258.827637 Iteration 18Q: 3 clusters Score -889929.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -889952.875000 Penalty: 4258.827637 Iteration 19Q: 3 clusters Score -889952.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -889974.187500 Penalty: 4258.827637 Iteration 20F: 3 clusters Score -889974.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -889986.437500 Penalty: 4258.827637 Iteration 21Q: 3 clusters Score -889986.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -889995.625000 Penalty: 4258.827637 Iteration 22Q: 3 clusters Score -889995.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -890002.562500 Penalty: 4258.827637 Iteration 23Q: 3 clusters Score -890002.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -890012.000000 Penalty: 4258.827637 Iteration 24Q: 3 clusters Score -890012 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -890018.562500 Penalty: 4258.827637 Iteration 25Q: 3 clusters Score -890018.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -890023.250000 Penalty: 4258.827637 Iteration 26Q: 3 clusters Score -890023.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -890027.062500 Penalty: 4258.827637 Iteration 27Q: 3 clusters Score -890027.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -890030.187500 Penalty: 4258.827637 Iteration 28Q: 3 clusters Score -890030.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -890031.250000 Penalty: 4258.827637 Iteration 29Q: 3 clusters Score -890031.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -890033.562500 Penalty: 4258.827637 Iteration 30Q: 3 clusters Score -890033.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -890033.625000 Penalty: 4258.827637 Iteration 31Q: 3 clusters Score -890033.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -890036.062500 Penalty: 4258.827637 Iteration 32Q: 3 clusters Score -890036.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -890036.062500 Penalty: 4258.827637 Iteration 33F: 3 clusters Score -890036.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -121416.578125 Penalty: 1651.822632 Iteration 0F: 2 clusters Score -121416.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -119648.382812 Penalty: 3303.645264 Iteration 0F: 3 clusters Score -119648.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -119899.625000 Penalty: 3303.645264 Iteration 1F: 3 clusters Score -119899.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -119968.359375 Penalty: 3303.645264 Iteration 2Q: 3 clusters Score -119968.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -120014.023438 Penalty: 3303.645264 Iteration 3Q: 3 clusters Score -120014 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -120066.640625 Penalty: 3303.645264 Iteration 4Q: 3 clusters Score -120066.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -120104.406250 Penalty: 3303.645264 Iteration 5Q: 3 clusters Score -120104.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -120136.187500 Penalty: 3303.645264 Iteration 6Q: 3 clusters Score -120136.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -120179.906250 Penalty: 3303.645264 Iteration 7Q: 3 clusters Score -120179.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -120248.015625 Penalty: 3303.645264 Iteration 8Q: 3 clusters Score -120248 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -120340.054688 Penalty: 3303.645264 Iteration 9Q: 3 clusters Score -120340.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -120473.468750 Penalty: 3303.645264 Iteration 10Q: 3 clusters Score -120473.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -120640.648438 Penalty: 3303.645264 Iteration 11Q: 3 clusters Score -120640.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -120757.531250 Penalty: 3303.645264 Iteration 12Q: 3 clusters Score -120757.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -120838.140625 Penalty: 3303.645264 Iteration 13Q: 3 clusters Score -120838.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -120928.859375 Penalty: 3303.645264 Iteration 14Q: 3 clusters Score -120928.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -120999.554688 Penalty: 3303.645264 Iteration 15Q: 3 clusters Score -120999.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -121155.515625 Penalty: 3303.645264 Iteration 16Q: 3 clusters Score -121155.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -121299.242188 Penalty: 3303.645264 Iteration 17Q: 3 clusters Score -121299.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -121458.140625 Penalty: 3303.645264 Iteration 18Q: 3 clusters Score -121458.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -121709.742188 Penalty: 3303.645264 Iteration 19Q: 3 clusters Score -121709.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -121832.562500 Penalty: 3303.645264 Iteration 20F: 3 clusters Score -121832.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -121852.296875 Penalty: 3303.645264 Iteration 21Q: 3 clusters Score -121852.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -121852.296875 Penalty: 3303.645264 Iteration 22F: 3 clusters Score -121852.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44148 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21243 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 372 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67472 members Mstep: Class 30 contains 22981 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 409 members Entering Unmasked Estep Score: -106725392.000000 Penalty: 109634.609375 Splitting cluster 21 changes total score from -106726520.000000 to -106725392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (39926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39926 members Entering Unmasked Estep Score: -6604143.000000 Penalty: 2627.506104 Iteration 0F: 2 clusters Score -6604143 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 20007 members Entering Unmasked Estep Score: -6577100.500000 Penalty: 5255.012207 Iteration 0F: 3 clusters Score -6577100 nChanged 18218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -6587243.000000 Penalty: 5255.012207 Iteration 1F: 3 clusters Score -6587243 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18650 members Mstep: Class 2 contains 21276 members Entering Unmasked Estep Score: -6587887.000000 Penalty: 5255.012207 Iteration 2Q: 3 clusters Score -6587887 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17977 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -6588639.500000 Penalty: 5255.012207 Iteration 3Q: 3 clusters Score -6588640 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17010 members Mstep: Class 2 contains 22916 members Entering Unmasked Estep Score: -6589587.500000 Penalty: 5255.012207 Iteration 4Q: 3 clusters Score -6589588 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 24166 members Entering Unmasked Estep Score: -6590783.000000 Penalty: 5255.012207 Iteration 5F: 3 clusters Score -6590783 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 25690 members Entering Unmasked Estep Score: -6592262.000000 Penalty: 5255.012207 Iteration 6F: 3 clusters Score -6592262 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 27395 members Entering Unmasked Estep Score: -6593826.500000 Penalty: 5255.012207 Iteration 7F: 3 clusters Score -6593826 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 29211 members Entering Unmasked Estep Score: -6595439.000000 Penalty: 5255.012207 Iteration 8F: 3 clusters Score -6595439 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 31051 members Entering Unmasked Estep Score: -6596986.000000 Penalty: 5255.012207 Iteration 9F: 3 clusters Score -6596986 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 32632 members Entering Unmasked Estep Score: -6598320.000000 Penalty: 5255.012207 Iteration 10Q: 3 clusters Score -6598320 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 33831 members Entering Unmasked Estep Score: -6599303.000000 Penalty: 5255.012207 Iteration 11Q: 3 clusters Score -6599303 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 34785 members Entering Unmasked Estep Score: -6599990.500000 Penalty: 5255.012207 Iteration 12Q: 3 clusters Score -6599990 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 35467 members Entering Unmasked Estep Score: -6600419.000000 Penalty: 5255.012207 Iteration 13Q: 3 clusters Score -6600419 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 35993 members Entering Unmasked Estep Score: -6600720.500000 Penalty: 5255.012207 Iteration 14Q: 3 clusters Score -6600720 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 36396 members Entering Unmasked Estep Score: -6600884.000000 Penalty: 5255.012207 Iteration 15Q: 3 clusters Score -6600884 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 36736 members Entering Unmasked Estep Score: -6601012.500000 Penalty: 5255.012207 Iteration 16Q: 3 clusters Score -6601012 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 37020 members Entering Unmasked Estep Score: -6601121.000000 Penalty: 5255.012207 Iteration 17Q: 3 clusters Score -6601121 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 37279 members Entering Unmasked Estep Score: -6601237.500000 Penalty: 5255.012207 Iteration 18Q: 3 clusters Score -6601238 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 37490 members Entering Unmasked Estep Score: -6601346.000000 Penalty: 5255.012207 Iteration 19Q: 3 clusters Score -6601346 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 37675 members Entering Unmasked Estep Score: -6601401.500000 Penalty: 5255.012207 Iteration 20F: 3 clusters Score -6601402 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 37825 members Entering Unmasked Estep Score: -6601468.000000 Penalty: 5255.012207 Iteration 21Q: 3 clusters Score -6601468 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 37964 members Entering Unmasked Estep Score: -6601542.500000 Penalty: 5255.012207 Iteration 22Q: 3 clusters Score -6601542 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 38089 members Entering Unmasked Estep Score: -6601597.500000 Penalty: 5255.012207 Iteration 23Q: 3 clusters Score -6601598 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 38213 members Entering Unmasked Estep Score: -6601655.500000 Penalty: 5255.012207 Iteration 24Q: 3 clusters Score -6601656 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 38327 members Entering Unmasked Estep Score: -6601701.000000 Penalty: 5255.012207 Iteration 25Q: 3 clusters Score -6601701 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 38401 members Entering Unmasked Estep Score: -6601717.000000 Penalty: 5255.012207 Iteration 26Q: 3 clusters Score -6601717 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 38467 members Entering Unmasked Estep Score: -6601734.500000 Penalty: 5255.012207 Iteration 27Q: 3 clusters Score -6601734 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 38532 members Entering Unmasked Estep Score: -6601775.000000 Penalty: 5255.012207 Iteration 28Q: 3 clusters Score -6601775 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 38595 members Entering Unmasked Estep Score: -6601786.000000 Penalty: 5255.012207 Iteration 29Q: 3 clusters Score -6601786 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 38653 members Entering Unmasked Estep Score: -6601808.500000 Penalty: 5255.012207 Iteration 30Q: 3 clusters Score -6601808 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 38708 members Entering Unmasked Estep Score: -6601834.500000 Penalty: 5255.012207 Iteration 31Q: 3 clusters Score -6601834 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 38750 members Entering Unmasked Estep Score: -6601845.500000 Penalty: 5255.012207 Iteration 32Q: 3 clusters Score -6601846 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 38787 members Entering Unmasked Estep Score: -6601857.000000 Penalty: 5255.012207 Iteration 33Q: 3 clusters Score -6601857 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 38824 members Entering Unmasked Estep Score: -6601859.000000 Penalty: 5255.012207 Iteration 34Q: 3 clusters Score -6601859 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 38850 members Entering Unmasked Estep Score: -6601892.500000 Penalty: 5255.012207 Iteration 35Q: 3 clusters Score -6601892 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 38868 members Entering Unmasked Estep Score: -6601901.500000 Penalty: 5255.012207 Iteration 36Q: 3 clusters Score -6601902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 38885 members Entering Unmasked Estep Score: -6601901.000000 Penalty: 5255.012207 Iteration 37Q: 3 clusters Score -6601901 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 38896 members Entering Unmasked Estep Score: -6601903.500000 Penalty: 5255.012207 Iteration 38Q: 3 clusters Score -6601904 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 38906 members Entering Unmasked Estep Score: -6601911.000000 Penalty: 5255.012207 Iteration 39Q: 3 clusters Score -6601911 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 38918 members Entering Unmasked Estep Score: -6601910.000000 Penalty: 5255.012207 Iteration 40F: 3 clusters Score -6601910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 38924 members Entering Unmasked Estep Score: -6601907.500000 Penalty: 5255.012207 Iteration 41Q: 3 clusters Score -6601908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 38934 members Entering Unmasked Estep Score: -6601918.000000 Penalty: 5255.012207 Iteration 42Q: 3 clusters Score -6601918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 38941 members Entering Unmasked Estep Score: -6601918.000000 Penalty: 5255.012207 Iteration 43Q: 3 clusters Score -6601918 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 38952 members Entering Unmasked Estep Score: -6601922.500000 Penalty: 5255.012207 Iteration 44Q: 3 clusters Score -6601922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 38961 members Entering Unmasked Estep Score: -6601924.500000 Penalty: 5255.012207 Iteration 45Q: 3 clusters Score -6601924 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 38973 members Entering Unmasked Estep Score: -6601933.500000 Penalty: 5255.012207 Iteration 46Q: 3 clusters Score -6601934 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 38984 members Entering Unmasked Estep Score: -6601932.000000 Penalty: 5255.012207 Iteration 47Q: 3 clusters Score -6601932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 38991 members Entering Unmasked Estep Score: -6601934.500000 Penalty: 5255.012207 Iteration 48Q: 3 clusters Score -6601934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 38995 members Entering Unmasked Estep Score: -6601936.500000 Penalty: 5255.012207 Iteration 49Q: 3 clusters Score -6601936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -6601933.500000 Penalty: 5255.012207 Iteration 50Q: 3 clusters Score -6601934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 39004 members Entering Unmasked Estep Score: -6601927.500000 Penalty: 5255.012207 Iteration 51Q: 3 clusters Score -6601928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 39009 members Entering Unmasked Estep Score: -6601932.000000 Penalty: 5255.012207 Iteration 52Q: 3 clusters Score -6601932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 39013 members Entering Unmasked Estep Score: -6601931.000000 Penalty: 5255.012207 Iteration 53Q: 3 clusters Score -6601931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 39016 members Entering Unmasked Estep Score: -6601935.500000 Penalty: 5255.012207 Iteration 54Q: 3 clusters Score -6601936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -6601935.500000 Penalty: 5255.012207 Iteration 55Q: 3 clusters Score -6601936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -6601935.500000 Penalty: 5255.012207 Iteration 56F: 3 clusters Score -6601936 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Entering Unmasked Estep Score: -429617.562500 Penalty: 1975.627441 Iteration 0F: 2 clusters Score -429617.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -426458.281250 Penalty: 3951.254883 Iteration 0F: 3 clusters Score -426458.3 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -427208.125000 Penalty: 3951.254883 Iteration 1F: 3 clusters Score -427208.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -427532.562500 Penalty: 3951.254883 Iteration 2F: 3 clusters Score -427532.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -427729.875000 Penalty: 3951.254883 Iteration 3F: 3 clusters Score -427729.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -427891.437500 Penalty: 3951.254883 Iteration 4F: 3 clusters Score -427891.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -428011.968750 Penalty: 3951.254883 Iteration 5Q: 3 clusters Score -428012 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -428077.343750 Penalty: 3951.254883 Iteration 6Q: 3 clusters Score -428077.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -428126.031250 Penalty: 3951.254883 Iteration 7Q: 3 clusters Score -428126 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -428162.718750 Penalty: 3951.254883 Iteration 8Q: 3 clusters Score -428162.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -428194.343750 Penalty: 3951.254883 Iteration 9Q: 3 clusters Score -428194.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -428227.312500 Penalty: 3951.254883 Iteration 10Q: 3 clusters Score -428227.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -428268.968750 Penalty: 3951.254883 Iteration 11Q: 3 clusters Score -428269 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -428298.687500 Penalty: 3951.254883 Iteration 12Q: 3 clusters Score -428298.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -428320.406250 Penalty: 3951.254883 Iteration 13Q: 3 clusters Score -428320.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -428333.125000 Penalty: 3951.254883 Iteration 14Q: 3 clusters Score -428333.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -428346.187500 Penalty: 3951.254883 Iteration 15Q: 3 clusters Score -428346.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -428358.500000 Penalty: 3951.254883 Iteration 16Q: 3 clusters Score -428358.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -428371.187500 Penalty: 3951.254883 Iteration 17Q: 3 clusters Score -428371.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -428380.843750 Penalty: 3951.254883 Iteration 18Q: 3 clusters Score -428380.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -428387.718750 Penalty: 3951.254883 Iteration 19Q: 3 clusters Score -428387.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -428395.062500 Penalty: 3951.254883 Iteration 20F: 3 clusters Score -428395.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -428398.312500 Penalty: 3951.254883 Iteration 21Q: 3 clusters Score -428398.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -428402.781250 Penalty: 3951.254883 Iteration 22Q: 3 clusters Score -428402.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -428404.625000 Penalty: 3951.254883 Iteration 23Q: 3 clusters Score -428404.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -428406.562500 Penalty: 3951.254883 Iteration 24Q: 3 clusters Score -428406.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -428409.718750 Penalty: 3951.254883 Iteration 25Q: 3 clusters Score -428409.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -428411.968750 Penalty: 3951.254883 Iteration 26Q: 3 clusters Score -428412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -428413.687500 Penalty: 3951.254883 Iteration 27Q: 3 clusters Score -428413.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -428416.906250 Penalty: 3951.254883 Iteration 28Q: 3 clusters Score -428416.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -428418.656250 Penalty: 3951.254883 Iteration 29Q: 3 clusters Score -428418.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -428419.093750 Penalty: 3951.254883 Iteration 30Q: 3 clusters Score -428419.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -428419.093750 Penalty: 3951.254883 Iteration 31F: 3 clusters Score -428419.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Entering Unmasked Estep Score: -167989.953125 Penalty: 1743.871826 Iteration 0F: 2 clusters Score -167990 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -166002.703125 Penalty: 3487.743652 Iteration 0F: 3 clusters Score -166002.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -166426.859375 Penalty: 3487.743652 Iteration 1F: 3 clusters Score -166426.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -166603.828125 Penalty: 3487.743652 Iteration 2F: 3 clusters Score -166603.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -166709.078125 Penalty: 3487.743652 Iteration 3Q: 3 clusters Score -166709.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -166816.531250 Penalty: 3487.743652 Iteration 4Q: 3 clusters Score -166816.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -166923.328125 Penalty: 3487.743652 Iteration 5Q: 3 clusters Score -166923.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -167099.875000 Penalty: 3487.743652 Iteration 6Q: 3 clusters Score -167099.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -167214.718750 Penalty: 3487.743652 Iteration 7Q: 3 clusters Score -167214.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -167314.312500 Penalty: 3487.743652 Iteration 8Q: 3 clusters Score -167314.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -167391.078125 Penalty: 3487.743652 Iteration 9Q: 3 clusters Score -167391.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -167453.562500 Penalty: 3487.743652 Iteration 10Q: 3 clusters Score -167453.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -167495.046875 Penalty: 3487.743652 Iteration 11Q: 3 clusters Score -167495 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -167543.796875 Penalty: 3487.743652 Iteration 12Q: 3 clusters Score -167543.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -167594.718750 Penalty: 3487.743652 Iteration 13Q: 3 clusters Score -167594.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -167622.078125 Penalty: 3487.743652 Iteration 14Q: 3 clusters Score -167622.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -167644.921875 Penalty: 3487.743652 Iteration 15Q: 3 clusters Score -167644.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -167665.953125 Penalty: 3487.743652 Iteration 16Q: 3 clusters Score -167666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -167683.515625 Penalty: 3487.743652 Iteration 17Q: 3 clusters Score -167683.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -167691.531250 Penalty: 3487.743652 Iteration 18Q: 3 clusters Score -167691.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -167698.859375 Penalty: 3487.743652 Iteration 19Q: 3 clusters Score -167698.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -167700.765625 Penalty: 3487.743652 Iteration 20F: 3 clusters Score -167700.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -167702.015625 Penalty: 3487.743652 Iteration 21Q: 3 clusters Score -167702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -167703.046875 Penalty: 3487.743652 Iteration 22Q: 3 clusters Score -167703 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -167703.046875 Penalty: 3487.743652 Iteration 23F: 3 clusters Score -167703 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (20602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20602 members Entering Unmasked Estep Score: -3445629.000000 Penalty: 2463.419678 Iteration 0F: 2 clusters Score -3445629 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -3431239.750000 Penalty: 4926.839355 Iteration 0F: 3 clusters Score -3431240 nChanged 9139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10549 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -3435986.750000 Penalty: 4926.839355 Iteration 1F: 3 clusters Score -3435987 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -3436344.750000 Penalty: 4926.839355 Iteration 2F: 3 clusters Score -3436345 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -3436611.000000 Penalty: 4926.839355 Iteration 3Q: 3 clusters Score -3436611 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -3436823.750000 Penalty: 4926.839355 Iteration 4Q: 3 clusters Score -3436824 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -3437013.250000 Penalty: 4926.839355 Iteration 5Q: 3 clusters Score -3437013 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -3437191.000000 Penalty: 4926.839355 Iteration 6Q: 3 clusters Score -3437191 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -3437393.000000 Penalty: 4926.839355 Iteration 7Q: 3 clusters Score -3437393 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -3437629.250000 Penalty: 4926.839355 Iteration 8Q: 3 clusters Score -3437629 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -3437912.500000 Penalty: 4926.839355 Iteration 9Q: 3 clusters Score -3437912 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -3438335.500000 Penalty: 4926.839355 Iteration 10Q: 3 clusters Score -3438336 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -3438843.000000 Penalty: 4926.839355 Iteration 11Q: 3 clusters Score -3438843 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -3439501.250000 Penalty: 4926.839355 Iteration 12Q: 3 clusters Score -3439501 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -3440293.500000 Penalty: 4926.839355 Iteration 13F: 3 clusters Score -3440294 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -3441130.250000 Penalty: 4926.839355 Iteration 14F: 3 clusters Score -3441130 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17686 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -3441874.250000 Penalty: 4926.839355 Iteration 15Q: 3 clusters Score -3441874 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -3442414.750000 Penalty: 4926.839355 Iteration 16Q: 3 clusters Score -3442415 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18834 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -3442766.500000 Penalty: 4926.839355 Iteration 17Q: 3 clusters Score -3442766 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19155 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3443009.250000 Penalty: 4926.839355 Iteration 18Q: 3 clusters Score -3443009 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -3443169.500000 Penalty: 4926.839355 Iteration 19Q: 3 clusters Score -3443170 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -3443269.000000 Penalty: 4926.839355 Iteration 20F: 3 clusters Score -3443269 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19627 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -3443343.000000 Penalty: 4926.839355 Iteration 21Q: 3 clusters Score -3443343 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19696 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3443386.750000 Penalty: 4926.839355 Iteration 22Q: 3 clusters Score -3443387 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19739 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -3443411.750000 Penalty: 4926.839355 Iteration 23Q: 3 clusters Score -3443412 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19776 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -3443444.500000 Penalty: 4926.839355 Iteration 24Q: 3 clusters Score -3443444 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19808 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -3443456.000000 Penalty: 4926.839355 Iteration 25Q: 3 clusters Score -3443456 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19836 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -3443474.750000 Penalty: 4926.839355 Iteration 26Q: 3 clusters Score -3443475 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19858 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -3443488.500000 Penalty: 4926.839355 Iteration 27Q: 3 clusters Score -3443488 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19873 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -3443500.000000 Penalty: 4926.839355 Iteration 28Q: 3 clusters Score -3443500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19879 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -3443507.250000 Penalty: 4926.839355 Iteration 29Q: 3 clusters Score -3443507 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19888 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -3443514.750000 Penalty: 4926.839355 Iteration 30Q: 3 clusters Score -3443515 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -3443516.750000 Penalty: 4926.839355 Iteration 31Q: 3 clusters Score -3443517 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -3443526.000000 Penalty: 4926.839355 Iteration 32Q: 3 clusters Score -3443526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -3443522.750000 Penalty: 4926.839355 Iteration 33Q: 3 clusters Score -3443523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -3443524.750000 Penalty: 4926.839355 Iteration 34Q: 3 clusters Score -3443525 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -3443529.250000 Penalty: 4926.839355 Iteration 35Q: 3 clusters Score -3443529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3443532.750000 Penalty: 4926.839355 Iteration 36Q: 3 clusters Score -3443533 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3443530.500000 Penalty: 4926.839355 Iteration 37Q: 3 clusters Score -3443530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -3443534.000000 Penalty: 4926.839355 Iteration 38Q: 3 clusters Score -3443534 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19921 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3443537.250000 Penalty: 4926.839355 Iteration 39Q: 3 clusters Score -3443537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19924 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -3443538.250000 Penalty: 4926.839355 Iteration 40F: 3 clusters Score -3443538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3443538.750000 Penalty: 4926.839355 Iteration 41Q: 3 clusters Score -3443539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -3443541.000000 Penalty: 4926.839355 Iteration 42Q: 3 clusters Score -3443541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -3443542.500000 Penalty: 4926.839355 Iteration 43Q: 3 clusters Score -3443542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -3443540.250000 Penalty: 4926.839355 Iteration 44Q: 3 clusters Score -3443540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -3443541.750000 Penalty: 4926.839355 Iteration 45Q: 3 clusters Score -3443542 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19940 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -3443543.750000 Penalty: 4926.839355 Iteration 46Q: 3 clusters Score -3443544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -3443546.500000 Penalty: 4926.839355 Iteration 47Q: 3 clusters Score -3443546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19948 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -3443547.750000 Penalty: 4926.839355 Iteration 48Q: 3 clusters Score -3443548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19954 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -3443549.500000 Penalty: 4926.839355 Iteration 49Q: 3 clusters Score -3443550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -3443552.250000 Penalty: 4926.839355 Iteration 50Q: 3 clusters Score -3443552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19957 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3443549.750000 Penalty: 4926.839355 Iteration 51Q: 3 clusters Score -3443550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -3443556.000000 Penalty: 4926.839355 Iteration 52Q: 3 clusters Score -3443556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3443557.500000 Penalty: 4926.839355 Iteration 53Q: 3 clusters Score -3443558 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3443557.500000 Penalty: 4926.839355 Iteration 54F: 3 clusters Score -3443558 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28762 members Entering Unmasked Estep Score: -4778566.000000 Penalty: 2546.168945 Iteration 0F: 2 clusters Score -4778566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 14426 members Entering Unmasked Estep Score: -4758641.000000 Penalty: 5092.337891 Iteration 0F: 3 clusters Score -4758641 nChanged 13124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 14862 members Entering Unmasked Estep Score: -4765647.000000 Penalty: 5092.337891 Iteration 1F: 3 clusters Score -4765647 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -4766173.000000 Penalty: 5092.337891 Iteration 2F: 3 clusters Score -4766173 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 15690 members Entering Unmasked Estep Score: -4766668.500000 Penalty: 5092.337891 Iteration 3Q: 3 clusters Score -4766668 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12408 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -4767238.000000 Penalty: 5092.337891 Iteration 4Q: 3 clusters Score -4767238 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 17267 members Entering Unmasked Estep Score: -4767951.000000 Penalty: 5092.337891 Iteration 5F: 3 clusters Score -4767951 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -4768781.000000 Penalty: 5092.337891 Iteration 6F: 3 clusters Score -4768781 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 19392 members Entering Unmasked Estep Score: -4769702.500000 Penalty: 5092.337891 Iteration 7F: 3 clusters Score -4769702 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -4770691.500000 Penalty: 5092.337891 Iteration 8F: 3 clusters Score -4770692 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 21886 members Entering Unmasked Estep Score: -4771742.500000 Penalty: 5092.337891 Iteration 9F: 3 clusters Score -4771742 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -4772693.000000 Penalty: 5092.337891 Iteration 10Q: 3 clusters Score -4772693 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -4773559.500000 Penalty: 5092.337891 Iteration 11Q: 3 clusters Score -4773560 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 25076 members Entering Unmasked Estep Score: -4774315.500000 Penalty: 5092.337891 Iteration 12Q: 3 clusters Score -4774316 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 25846 members Entering Unmasked Estep Score: -4774904.000000 Penalty: 5092.337891 Iteration 13Q: 3 clusters Score -4774904 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 26430 members Entering Unmasked Estep Score: -4775359.500000 Penalty: 5092.337891 Iteration 14Q: 3 clusters Score -4775360 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 26865 members Entering Unmasked Estep Score: -4775650.500000 Penalty: 5092.337891 Iteration 15Q: 3 clusters Score -4775650 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 27165 members Entering Unmasked Estep Score: -4775849.000000 Penalty: 5092.337891 Iteration 16Q: 3 clusters Score -4775849 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 27406 members Entering Unmasked Estep Score: -4776028.000000 Penalty: 5092.337891 Iteration 17Q: 3 clusters Score -4776028 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 27575 members Entering Unmasked Estep Score: -4776131.000000 Penalty: 5092.337891 Iteration 18Q: 3 clusters Score -4776131 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 27720 members Entering Unmasked Estep Score: -4776230.000000 Penalty: 5092.337891 Iteration 19Q: 3 clusters Score -4776230 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 27839 members Entering Unmasked Estep Score: -4776324.500000 Penalty: 5092.337891 Iteration 20F: 3 clusters Score -4776324 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 27923 members Entering Unmasked Estep Score: -4776382.500000 Penalty: 5092.337891 Iteration 21Q: 3 clusters Score -4776382 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 27984 members Entering Unmasked Estep Score: -4776429.000000 Penalty: 5092.337891 Iteration 22Q: 3 clusters Score -4776429 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 28030 members Entering Unmasked Estep Score: -4776466.500000 Penalty: 5092.337891 Iteration 23Q: 3 clusters Score -4776466 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 28073 members Entering Unmasked Estep Score: -4776504.000000 Penalty: 5092.337891 Iteration 24Q: 3 clusters Score -4776504 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 28098 members Entering Unmasked Estep Score: -4776528.000000 Penalty: 5092.337891 Iteration 25Q: 3 clusters Score -4776528 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 28127 members Entering Unmasked Estep Score: -4776543.000000 Penalty: 5092.337891 Iteration 26Q: 3 clusters Score -4776543 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 28143 members Entering Unmasked Estep Score: -4776555.000000 Penalty: 5092.337891 Iteration 27Q: 3 clusters Score -4776555 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 28156 members Entering Unmasked Estep Score: -4776570.500000 Penalty: 5092.337891 Iteration 28Q: 3 clusters Score -4776570 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 28163 members Entering Unmasked Estep Score: -4776569.500000 Penalty: 5092.337891 Iteration 29Q: 3 clusters Score -4776570 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 28173 members Entering Unmasked Estep Score: -4776581.000000 Penalty: 5092.337891 Iteration 30Q: 3 clusters Score -4776581 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 28184 members Entering Unmasked Estep Score: -4776600.500000 Penalty: 5092.337891 Iteration 31Q: 3 clusters Score -4776600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 28193 members Entering Unmasked Estep Score: -4776600.000000 Penalty: 5092.337891 Iteration 32Q: 3 clusters Score -4776600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 28196 members Entering Unmasked Estep Score: -4776595.500000 Penalty: 5092.337891 Iteration 33Q: 3 clusters Score -4776596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 28198 members Entering Unmasked Estep Score: -4776601.500000 Penalty: 5092.337891 Iteration 34Q: 3 clusters Score -4776602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 28198 members Entering Unmasked Estep Score: -4776601.500000 Penalty: 5092.337891 Iteration 35F: 3 clusters Score -4776602 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Entering Unmasked Estep Score: -2081235.375000 Penalty: 2341.243896 Iteration 0F: 2 clusters Score -2081235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -2071964.000000 Penalty: 4682.487793 Iteration 0F: 3 clusters Score -2071964 nChanged 5286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -2074775.125000 Penalty: 4682.487793 Iteration 1F: 3 clusters Score -2074775 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -2075190.750000 Penalty: 4682.487793 Iteration 2F: 3 clusters Score -2075191 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -2075591.625000 Penalty: 4682.487793 Iteration 3F: 3 clusters Score -2075592 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -2076018.750000 Penalty: 4682.487793 Iteration 4F: 3 clusters Score -2076019 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -2076501.125000 Penalty: 4682.487793 Iteration 5F: 3 clusters Score -2076501 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -2076961.250000 Penalty: 4682.487793 Iteration 6Q: 3 clusters Score -2076961 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -2077426.750000 Penalty: 4682.487793 Iteration 7F: 3 clusters Score -2077427 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -2077877.000000 Penalty: 4682.487793 Iteration 8Q: 3 clusters Score -2077877 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -2078310.625000 Penalty: 4682.487793 Iteration 9Q: 3 clusters Score -2078311 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -2078706.625000 Penalty: 4682.487793 Iteration 10Q: 3 clusters Score -2078707 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -2079085.375000 Penalty: 4682.487793 Iteration 11Q: 3 clusters Score -2079085 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -2079431.625000 Penalty: 4682.487793 Iteration 12Q: 3 clusters Score -2079432 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -2079769.375000 Penalty: 4682.487793 Iteration 13Q: 3 clusters Score -2079769 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -2080049.125000 Penalty: 4682.487793 Iteration 14Q: 3 clusters Score -2080049 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -2080238.875000 Penalty: 4682.487793 Iteration 15Q: 3 clusters Score -2080239 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -2080399.750000 Penalty: 4682.487793 Iteration 16Q: 3 clusters Score -2080400 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -2080529.250000 Penalty: 4682.487793 Iteration 17Q: 3 clusters Score -2080529 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -2080651.000000 Penalty: 4682.487793 Iteration 18Q: 3 clusters Score -2080651 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -2080763.500000 Penalty: 4682.487793 Iteration 19Q: 3 clusters Score -2080764 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -2080893.250000 Penalty: 4682.487793 Iteration 20F: 3 clusters Score -2080893 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -2081031.625000 Penalty: 4682.487793 Iteration 21Q: 3 clusters Score -2081032 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -2081262.750000 Penalty: 4682.487793 Iteration 22Q: 3 clusters Score -2081263 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -2081617.500000 Penalty: 4682.487793 Iteration 23Q: 3 clusters Score -2081618 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -2081947.250000 Penalty: 4682.487793 Iteration 24Q: 3 clusters Score -2081947 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -2082126.625000 Penalty: 4682.487793 Iteration 25Q: 3 clusters Score -2082127 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -2082191.500000 Penalty: 4682.487793 Iteration 26Q: 3 clusters Score -2082192 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -2082221.375000 Penalty: 4682.487793 Iteration 27Q: 3 clusters Score -2082221 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -2082236.750000 Penalty: 4682.487793 Iteration 28Q: 3 clusters Score -2082237 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8190 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -2082246.375000 Penalty: 4682.487793 Iteration 29Q: 3 clusters Score -2082246 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -2082245.500000 Penalty: 4682.487793 Iteration 30Q: 3 clusters Score -2082246 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -2082251.125000 Penalty: 4682.487793 Iteration 31Q: 3 clusters Score -2082251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -2082251.000000 Penalty: 4682.487793 Iteration 32Q: 3 clusters Score -2082251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -2082250.625000 Penalty: 4682.487793 Iteration 33Q: 3 clusters Score -2082251 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -2082250.625000 Penalty: 4682.487793 Iteration 34F: 3 clusters Score -2082251 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44148 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21243 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 8224 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67472 members Mstep: Class 30 contains 22981 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 4364 members Entering Unmasked Estep Score: -106726392.000000 Penalty: 109634.609375 Splitting cluster 27 changes total score from -106726520.000000 to -106726392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (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: -22661.740234 Penalty: 1417.005737 Iteration 0F: 2 clusters Score -22661.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -21629.417969 Penalty: 2834.011475 Iteration 0F: 3 clusters Score -21629.42 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -22180.332031 Penalty: 2834.011475 Iteration 1F: 3 clusters Score -22180.33 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -22536.005859 Penalty: 2834.011475 Iteration 2F: 3 clusters Score -22536.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -22739.898438 Penalty: 2834.011475 Iteration 3Q: 3 clusters Score -22739.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -22809.523438 Penalty: 2834.011475 Iteration 4Q: 3 clusters Score -22809.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -22817.228516 Penalty: 2834.011475 Iteration 5Q: 3 clusters Score -22817.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -22891.843750 Penalty: 2834.011475 Iteration 6Q: 3 clusters Score -22891.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -22911.009766 Penalty: 2834.011475 Iteration 7Q: 3 clusters Score -22911.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -22941.683594 Penalty: 2834.011475 Iteration 8Q: 3 clusters Score -22941.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -22952.859375 Penalty: 2834.011475 Iteration 9Q: 3 clusters Score -22952.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -22958.960938 Penalty: 2834.011475 Iteration 10F: 3 clusters Score -22958.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -22991.562500 Penalty: 2834.011475 Iteration 11Q: 3 clusters Score -22991.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -22999.734375 Penalty: 2834.011475 Iteration 12Q: 3 clusters Score -22999.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -23061.906250 Penalty: 2834.011475 Iteration 13Q: 3 clusters Score -23061.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -23071.046875 Penalty: 2834.011475 Iteration 14Q: 3 clusters Score -23071.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23075.220703 Penalty: 2834.011475 Iteration 15Q: 3 clusters Score -23075.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23075.220703 Penalty: 2834.011475 Iteration 16F: 3 clusters Score -23075.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44148 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21243 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 108 members Mstep: Class 29 contains 67472 members Mstep: Class 30 contains 22981 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 195 members Entering Unmasked Estep Score: -106725088.000000 Penalty: 109634.609375 Splitting cluster 28 changes total score from -106726520.000000 to -106725088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (67472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67472 members Entering Unmasked Estep Score: -11229536.000000 Penalty: 2757.627930 Iteration 0F: 2 clusters Score -1.122954e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33889 members Mstep: Class 2 contains 33583 members Entering Unmasked Estep Score: -11184214.000000 Penalty: 5515.255859 Iteration 0F: 3 clusters Score -1.118421e+07 nChanged 31677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35148 members Mstep: Class 2 contains 32324 members Entering Unmasked Estep Score: -11202372.000000 Penalty: 5515.255859 Iteration 1F: 3 clusters Score -1.120237e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36017 members Mstep: Class 2 contains 31455 members Entering Unmasked Estep Score: -11203154.000000 Penalty: 5515.255859 Iteration 2Q: 3 clusters Score -1.120315e+07 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37288 members Mstep: Class 2 contains 30184 members Entering Unmasked Estep Score: -11204036.000000 Penalty: 5515.255859 Iteration 3Q: 3 clusters Score -1.120404e+07 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39123 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -11205174.000000 Penalty: 5515.255859 Iteration 4Q: 3 clusters Score -1.120517e+07 nChanged 3512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41863 members Mstep: Class 2 contains 25609 members Entering Unmasked Estep Score: -11206791.000000 Penalty: 5515.255859 Iteration 5F: 3 clusters Score -1.120679e+07 nChanged 4273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45644 members Mstep: Class 2 contains 21828 members Entering Unmasked Estep Score: -11209520.000000 Penalty: 5515.255859 Iteration 6F: 3 clusters Score -1.120952e+07 nChanged 4954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50252 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -11213129.000000 Penalty: 5515.255859 Iteration 7F: 3 clusters Score -1.121313e+07 nChanged 5122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55152 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -11217485.000000 Penalty: 5515.255859 Iteration 8F: 3 clusters Score -1.121748e+07 nChanged 4443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59463 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -11221316.000000 Penalty: 5515.255859 Iteration 9F: 3 clusters Score -1.122132e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62570 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -11224043.000000 Penalty: 5515.255859 Iteration 10Q: 3 clusters Score -1.122404e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64444 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -11225640.000000 Penalty: 5515.255859 Iteration 11Q: 3 clusters Score -1.122564e+07 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65506 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -11226484.000000 Penalty: 5515.255859 Iteration 12Q: 3 clusters Score -1.122648e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66063 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -11226795.000000 Penalty: 5515.255859 Iteration 13Q: 3 clusters Score -1.12268e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66369 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -11227044.000000 Penalty: 5515.255859 Iteration 14Q: 3 clusters Score -1.122704e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66541 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -11227160.000000 Penalty: 5515.255859 Iteration 15Q: 3 clusters Score -1.122716e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66640 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -11227203.000000 Penalty: 5515.255859 Iteration 16Q: 3 clusters Score -1.12272e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66693 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -11227257.000000 Penalty: 5515.255859 Iteration 17Q: 3 clusters Score -1.122726e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66733 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -11227291.000000 Penalty: 5515.255859 Iteration 18Q: 3 clusters Score -1.122729e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66765 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -11227312.000000 Penalty: 5515.255859 Iteration 19Q: 3 clusters Score -1.122731e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66786 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -11227335.000000 Penalty: 5515.255859 Iteration 20F: 3 clusters Score -1.122734e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66809 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -11227356.000000 Penalty: 5515.255859 Iteration 21Q: 3 clusters Score -1.122736e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66824 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -11227370.000000 Penalty: 5515.255859 Iteration 22Q: 3 clusters Score -1.122737e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66834 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -11227362.000000 Penalty: 5515.255859 Iteration 23Q: 3 clusters Score -1.122736e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66840 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -11227376.000000 Penalty: 5515.255859 Iteration 24Q: 3 clusters Score -1.122738e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66842 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -11227381.000000 Penalty: 5515.255859 Iteration 25Q: 3 clusters Score -1.122738e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66845 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -11227388.000000 Penalty: 5515.255859 Iteration 26Q: 3 clusters Score -1.122739e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66845 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -11227397.000000 Penalty: 5515.255859 Iteration 27Q: 3 clusters Score -1.12274e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66844 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -11227394.000000 Penalty: 5515.255859 Iteration 28Q: 3 clusters Score -1.122739e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66848 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -11227386.000000 Penalty: 5515.255859 Iteration 29Q: 3 clusters Score -1.122739e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66851 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -11227392.000000 Penalty: 5515.255859 Iteration 30Q: 3 clusters Score -1.122739e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66851 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -11227392.000000 Penalty: 5515.255859 Iteration 31F: 3 clusters Score -1.122739e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (22981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Entering Unmasked Estep Score: -3809176.750000 Penalty: 2490.520996 Iteration 0F: 2 clusters Score -3809177 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -3793109.000000 Penalty: 4981.041992 Iteration 0F: 3 clusters Score -3793109 nChanged 10280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -3798693.000000 Penalty: 4981.041992 Iteration 1F: 3 clusters Score -3798693 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -3799173.500000 Penalty: 4981.041992 Iteration 2F: 3 clusters Score -3799174 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -3799602.000000 Penalty: 4981.041992 Iteration 3Q: 3 clusters Score -3799602 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -3799979.250000 Penalty: 4981.041992 Iteration 4Q: 3 clusters Score -3799979 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13629 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -3800419.500000 Penalty: 4981.041992 Iteration 5Q: 3 clusters Score -3800420 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -3800885.500000 Penalty: 4981.041992 Iteration 6Q: 3 clusters Score -3800886 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15207 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -3801454.000000 Penalty: 4981.041992 Iteration 7Q: 3 clusters Score -3801454 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16162 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -3802135.000000 Penalty: 4981.041992 Iteration 8Q: 3 clusters Score -3802135 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17249 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -3802992.500000 Penalty: 4981.041992 Iteration 9F: 3 clusters Score -3802992 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -3803926.250000 Penalty: 4981.041992 Iteration 10F: 3 clusters Score -3803926 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19354 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -3804816.500000 Penalty: 4981.041992 Iteration 11Q: 3 clusters Score -3804816 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20122 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -3805485.500000 Penalty: 4981.041992 Iteration 12Q: 3 clusters Score -3805486 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -3805940.500000 Penalty: 4981.041992 Iteration 13Q: 3 clusters Score -3805940 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -3806229.250000 Penalty: 4981.041992 Iteration 14Q: 3 clusters Score -3806229 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21357 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -3806444.000000 Penalty: 4981.041992 Iteration 15Q: 3 clusters Score -3806444 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21559 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -3806579.500000 Penalty: 4981.041992 Iteration 16Q: 3 clusters Score -3806580 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21696 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -3806663.500000 Penalty: 4981.041992 Iteration 17Q: 3 clusters Score -3806664 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21786 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -3806725.000000 Penalty: 4981.041992 Iteration 18Q: 3 clusters Score -3806725 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21868 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -3806776.000000 Penalty: 4981.041992 Iteration 19Q: 3 clusters Score -3806776 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -3806804.500000 Penalty: 4981.041992 Iteration 20F: 3 clusters Score -3806804 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21981 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -3806835.500000 Penalty: 4981.041992 Iteration 21Q: 3 clusters Score -3806836 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -3806840.500000 Penalty: 4981.041992 Iteration 22Q: 3 clusters Score -3806840 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -3806857.000000 Penalty: 4981.041992 Iteration 23Q: 3 clusters Score -3806857 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22053 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -3806867.000000 Penalty: 4981.041992 Iteration 24Q: 3 clusters Score -3806867 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22067 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -3806869.000000 Penalty: 4981.041992 Iteration 25Q: 3 clusters Score -3806869 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -3806875.250000 Penalty: 4981.041992 Iteration 26Q: 3 clusters Score -3806875 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22091 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -3806881.500000 Penalty: 4981.041992 Iteration 27Q: 3 clusters Score -3806882 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22107 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -3806890.500000 Penalty: 4981.041992 Iteration 28Q: 3 clusters Score -3806890 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22121 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -3806904.500000 Penalty: 4981.041992 Iteration 29Q: 3 clusters Score -3806904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22132 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -3806901.750000 Penalty: 4981.041992 Iteration 30Q: 3 clusters Score -3806902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22147 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -3806917.000000 Penalty: 4981.041992 Iteration 31Q: 3 clusters Score -3806917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -3806926.750000 Penalty: 4981.041992 Iteration 32Q: 3 clusters Score -3806927 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22169 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -3806927.500000 Penalty: 4981.041992 Iteration 33Q: 3 clusters Score -3806928 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -3806946.000000 Penalty: 4981.041992 Iteration 34Q: 3 clusters Score -3806946 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -3806958.250000 Penalty: 4981.041992 Iteration 35Q: 3 clusters Score -3806958 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -3806967.750000 Penalty: 4981.041992 Iteration 36Q: 3 clusters Score -3806968 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22241 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -3806978.500000 Penalty: 4981.041992 Iteration 37Q: 3 clusters Score -3806978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22256 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -3806992.500000 Penalty: 4981.041992 Iteration 38Q: 3 clusters Score -3806992 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -3807000.250000 Penalty: 4981.041992 Iteration 39Q: 3 clusters Score -3807000 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -3807001.500000 Penalty: 4981.041992 Iteration 40F: 3 clusters Score -3807002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22279 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -3807002.500000 Penalty: 4981.041992 Iteration 41Q: 3 clusters Score -3807002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -3807013.750000 Penalty: 4981.041992 Iteration 42Q: 3 clusters Score -3807014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22290 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -3807014.250000 Penalty: 4981.041992 Iteration 43Q: 3 clusters Score -3807014 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -3807020.000000 Penalty: 4981.041992 Iteration 44Q: 3 clusters Score -3807020 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -3807022.500000 Penalty: 4981.041992 Iteration 45Q: 3 clusters Score -3807022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22305 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3807022.750000 Penalty: 4981.041992 Iteration 46Q: 3 clusters Score -3807023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22306 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -3807024.000000 Penalty: 4981.041992 Iteration 47Q: 3 clusters Score -3807024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22309 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -3807026.000000 Penalty: 4981.041992 Iteration 48Q: 3 clusters Score -3807026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22311 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3807028.500000 Penalty: 4981.041992 Iteration 49Q: 3 clusters Score -3807028 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22311 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3807028.500000 Penalty: 4981.041992 Iteration 50F: 3 clusters Score -3807028 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -32233.162109 Penalty: 1391.149048 Iteration 0F: 2 clusters Score -32233.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -31044.910156 Penalty: 2782.298096 Iteration 0F: 3 clusters Score -31044.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -31159.119141 Penalty: 2782.298096 Iteration 1F: 3 clusters Score -31159.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31192.011719 Penalty: 2782.298096 Iteration 2Q: 3 clusters Score -31192.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -31203.785156 Penalty: 2782.298096 Iteration 3Q: 3 clusters Score -31203.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31208.359375 Penalty: 2782.298096 Iteration 4Q: 3 clusters Score -31208.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -31211.677734 Penalty: 2782.298096 Iteration 5Q: 3 clusters Score -31211.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -31238.679688 Penalty: 2782.298096 Iteration 6Q: 3 clusters Score -31238.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -31262.755859 Penalty: 2782.298096 Iteration 7Q: 3 clusters Score -31262.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -31282.927734 Penalty: 2782.298096 Iteration 8Q: 3 clusters Score -31282.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -31290.187500 Penalty: 2782.298096 Iteration 9Q: 3 clusters Score -31290.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -31294.876953 Penalty: 2782.298096 Iteration 10Q: 3 clusters Score -31294.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -31294.876953 Penalty: 2782.298096 Iteration 11F: 3 clusters Score -31294.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -131648.937500 Penalty: 1669.883667 Iteration 0F: 2 clusters Score -131648.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -129882.132812 Penalty: 3339.767334 Iteration 0F: 3 clusters Score -129882.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -130171.171875 Penalty: 3339.767334 Iteration 1F: 3 clusters Score -130171.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -130266.164062 Penalty: 3339.767334 Iteration 2F: 3 clusters Score -130266.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -130320.070312 Penalty: 3339.767334 Iteration 3Q: 3 clusters Score -130320.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -130345.757812 Penalty: 3339.767334 Iteration 4Q: 3 clusters Score -130345.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -130387.078125 Penalty: 3339.767334 Iteration 5Q: 3 clusters Score -130387.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -130445.203125 Penalty: 3339.767334 Iteration 6Q: 3 clusters Score -130445.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -130486.078125 Penalty: 3339.767334 Iteration 7Q: 3 clusters Score -130486.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -130526.734375 Penalty: 3339.767334 Iteration 8Q: 3 clusters Score -130526.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -130565.007812 Penalty: 3339.767334 Iteration 9Q: 3 clusters Score -130565 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -130628.554688 Penalty: 3339.767334 Iteration 10Q: 3 clusters Score -130628.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -130678.140625 Penalty: 3339.767334 Iteration 11Q: 3 clusters Score -130678.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -130748.703125 Penalty: 3339.767334 Iteration 12Q: 3 clusters Score -130748.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -130847.953125 Penalty: 3339.767334 Iteration 13Q: 3 clusters Score -130848 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -130930.476562 Penalty: 3339.767334 Iteration 14Q: 3 clusters Score -130930.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -131010.125000 Penalty: 3339.767334 Iteration 15Q: 3 clusters Score -131010.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -131068.492188 Penalty: 3339.767334 Iteration 16Q: 3 clusters Score -131068.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -131104.734375 Penalty: 3339.767334 Iteration 17Q: 3 clusters Score -131104.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -131154.937500 Penalty: 3339.767334 Iteration 18Q: 3 clusters Score -131154.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -131204.156250 Penalty: 3339.767334 Iteration 19Q: 3 clusters Score -131204.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -131208.796875 Penalty: 3339.767334 Iteration 20F: 3 clusters Score -131208.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -131217.656250 Penalty: 3339.767334 Iteration 21Q: 3 clusters Score -131217.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -131235.734375 Penalty: 3339.767334 Iteration 22Q: 3 clusters Score -131235.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -131251.187500 Penalty: 3339.767334 Iteration 23Q: 3 clusters Score -131251.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -131273.218750 Penalty: 3339.767334 Iteration 24Q: 3 clusters Score -131273.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -131299.671875 Penalty: 3339.767334 Iteration 25Q: 3 clusters Score -131299.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -131313.406250 Penalty: 3339.767334 Iteration 26Q: 3 clusters Score -131313.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -131315.781250 Penalty: 3339.767334 Iteration 27Q: 3 clusters Score -131315.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -131321.875000 Penalty: 3339.767334 Iteration 28Q: 3 clusters Score -131321.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -131323.375000 Penalty: 3339.767334 Iteration 29Q: 3 clusters Score -131323.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -131325.250000 Penalty: 3339.767334 Iteration 30Q: 3 clusters Score -131325.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -131325.250000 Penalty: 3339.767334 Iteration 31F: 3 clusters Score -131325.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67898 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44148 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21243 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67472 members Mstep: Class 30 contains 22981 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726576.000000 Penalty: 106312.351562 Iteration 159Q: 33 clusters Score -1.067266e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67897 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44144 members Mstep: Class 16 contains 2524 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21253 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28762 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 303 members Mstep: Class 29 contains 67464 members Mstep: Class 30 contains 22982 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726632.000000 Penalty: 106312.351562 Iteration 160F: 33 clusters Score -1.067266e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67896 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44137 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21265 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1132 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28765 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 304 members Mstep: Class 29 contains 67458 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726744.000000 Penalty: 106312.351562 Iteration 161Q: 33 clusters Score -1.067267e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67892 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44132 members Mstep: Class 16 contains 2523 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21278 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1133 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28766 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 305 members Mstep: Class 29 contains 67449 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 276 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726784.000000 Penalty: 106312.351562 Iteration 162Q: 33 clusters Score -1.067268e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67888 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44129 members Mstep: Class 16 contains 2523 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21288 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1135 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28767 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 304 members Mstep: Class 29 contains 67444 members Mstep: Class 30 contains 22985 members Mstep: Class 31 contains 277 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726888.000000 Penalty: 106312.351562 Iteration 163Q: 33 clusters Score -1.067269e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95019 members Mstep: Class 7 contains 67884 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44127 members Mstep: Class 16 contains 2525 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21294 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1138 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28767 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 301 members Mstep: Class 29 contains 67444 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 277 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726912.000000 Penalty: 106312.351562 Iteration 164Q: 33 clusters Score -1.067269e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67884 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44125 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21296 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1142 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28767 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67442 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727024.000000 Penalty: 106312.351562 Iteration 165Q: 33 clusters Score -1.06727e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67883 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44125 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21299 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28767 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67440 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726992.000000 Penalty: 106312.351562 Iteration 166Q: 33 clusters Score -1.06727e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67881 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44126 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21301 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28767 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67439 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727008.000000 Penalty: 106312.351562 Iteration 167Q: 33 clusters Score -1.06727e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67880 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44125 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28768 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67439 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726992.000000 Penalty: 106312.351562 Iteration 168Q: 33 clusters Score -1.06727e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95020 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44123 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28771 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67439 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727016.000000 Penalty: 106312.351562 Iteration 169Q: 33 clusters Score -1.06727e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44120 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28773 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67439 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726984.000000 Penalty: 106312.351562 Iteration 170Q: 33 clusters Score -1.06727e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106726992.000000 Penalty: 106312.351562 Iteration 171Q: 33 clusters Score -1.06727e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727040.000000 Penalty: 106312.351562 Iteration 172F: 33 clusters Score -1.06727e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 302 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727144.000000 Penalty: 106312.351562 Iteration 173Q: 33 clusters Score -1.067271e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1146 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 276 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727136.000000 Penalty: 106312.351562 Iteration 174Q: 33 clusters Score -1.067271e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1695 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1148 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 277 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727144.000000 Penalty: 106312.351562 Iteration 175Q: 33 clusters Score -1.067271e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727152.000000 Penalty: 106312.351562 Iteration 176Q: 33 clusters Score -1.067272e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727184.000000 Penalty: 106312.351562 Iteration 177F: 33 clusters Score -1.067272e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 277 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727384.000000 Penalty: 106312.351562 Iteration 178Q: 33 clusters Score -1.067274e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 298 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 280 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727408.000000 Penalty: 106312.351562 Iteration 179Q: 33 clusters Score -1.067274e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 296 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727472.000000 Penalty: 106312.351562 Iteration 180F: 33 clusters Score -1.067275e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 282 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727528.000000 Penalty: 106312.351562 Iteration 181Q: 33 clusters Score -1.067275e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727512.000000 Penalty: 106312.351562 Iteration 182Q: 33 clusters Score -1.067275e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 297 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727528.000000 Penalty: 106312.351562 Iteration 183F: 33 clusters Score -1.067275e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 299 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727544.000000 Penalty: 106312.351562 Iteration 184Q: 33 clusters Score -1.067275e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727576.000000 Penalty: 106312.351562 Iteration 185Q: 33 clusters Score -1.067276e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -106727576.000000 Penalty: 106312.351562 Iteration 186F: 33 clusters Score -1.067276e+08 nChanged 0 Entering ConstructFrom: Score: -106727576.000000 Penalty: 106312.351562 Entering ConstructFrom: Trying to split cluster 1 (2355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Entering Unmasked Estep Score: -370139.906250 Penalty: 1925.545410 Iteration 0F: 2 clusters Score -370139.9 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 1155 members Entering Unmasked Estep Score: -367284.000000 Penalty: 3851.090820 Iteration 0F: 3 clusters Score -367284 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -367983.343750 Penalty: 3851.090820 Iteration 1F: 3 clusters Score -367983.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -368400.375000 Penalty: 3851.090820 Iteration 2F: 3 clusters Score -368400.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -368765.968750 Penalty: 3851.090820 Iteration 3F: 3 clusters Score -368766 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -369094.812500 Penalty: 3851.090820 Iteration 4F: 3 clusters Score -369094.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -369328.250000 Penalty: 3851.090820 Iteration 5F: 3 clusters Score -369328.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -369456.468750 Penalty: 3851.090820 Iteration 6Q: 3 clusters Score -369456.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -369547.281250 Penalty: 3851.090820 Iteration 7Q: 3 clusters Score -369547.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -369592.312500 Penalty: 3851.090820 Iteration 8Q: 3 clusters Score -369592.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -369619.531250 Penalty: 3851.090820 Iteration 9Q: 3 clusters Score -369619.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -369649.218750 Penalty: 3851.090820 Iteration 10Q: 3 clusters Score -369649.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -369671.437500 Penalty: 3851.090820 Iteration 11Q: 3 clusters Score -369671.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -369681.562500 Penalty: 3851.090820 Iteration 12Q: 3 clusters Score -369681.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -369685.875000 Penalty: 3851.090820 Iteration 13Q: 3 clusters Score -369685.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -369688.937500 Penalty: 3851.090820 Iteration 14Q: 3 clusters Score -369688.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -369692.968750 Penalty: 3851.090820 Iteration 15Q: 3 clusters Score -369693 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -369700.500000 Penalty: 3851.090820 Iteration 16Q: 3 clusters Score -369700.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -369702.875000 Penalty: 3851.090820 Iteration 17Q: 3 clusters Score -369702.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -369703.906250 Penalty: 3851.090820 Iteration 18Q: 3 clusters Score -369703.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -369704.093750 Penalty: 3851.090820 Iteration 19Q: 3 clusters Score -369704.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -369704.093750 Penalty: 3851.090820 Iteration 20F: 3 clusters Score -369704.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Entering Unmasked Estep Score: -957297.375000 Penalty: 2151.455078 Iteration 0F: 2 clusters Score -957297.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -952224.875000 Penalty: 4302.910156 Iteration 0F: 3 clusters Score -952224.9 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -953497.875000 Penalty: 4302.910156 Iteration 1F: 3 clusters Score -953497.9 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -953800.250000 Penalty: 4302.910156 Iteration 2F: 3 clusters Score -953800.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -954051.250000 Penalty: 4302.910156 Iteration 3F: 3 clusters Score -954051.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -954249.500000 Penalty: 4302.910156 Iteration 4Q: 3 clusters Score -954249.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -954448.687500 Penalty: 4302.910156 Iteration 5Q: 3 clusters Score -954448.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -954650.750000 Penalty: 4302.910156 Iteration 6Q: 3 clusters Score -954650.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -954837.562500 Penalty: 4302.910156 Iteration 7Q: 3 clusters Score -954837.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -955041.937500 Penalty: 4302.910156 Iteration 8Q: 3 clusters Score -955041.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -955195.562500 Penalty: 4302.910156 Iteration 9Q: 3 clusters Score -955195.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -955299.312500 Penalty: 4302.910156 Iteration 10Q: 3 clusters Score -955299.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -955356.375000 Penalty: 4302.910156 Iteration 11Q: 3 clusters Score -955356.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -955403.812500 Penalty: 4302.910156 Iteration 12Q: 3 clusters Score -955403.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -955442.000000 Penalty: 4302.910156 Iteration 13Q: 3 clusters Score -955442 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -955473.812500 Penalty: 4302.910156 Iteration 14Q: 3 clusters Score -955473.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -955499.625000 Penalty: 4302.910156 Iteration 15Q: 3 clusters Score -955499.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -955524.687500 Penalty: 4302.910156 Iteration 16Q: 3 clusters Score -955524.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -955548.375000 Penalty: 4302.910156 Iteration 17Q: 3 clusters Score -955548.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -955572.562500 Penalty: 4302.910156 Iteration 18Q: 3 clusters Score -955572.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -955589.437500 Penalty: 4302.910156 Iteration 19Q: 3 clusters Score -955589.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -955599.812500 Penalty: 4302.910156 Iteration 20F: 3 clusters Score -955599.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -955610.125000 Penalty: 4302.910156 Iteration 21Q: 3 clusters Score -955610.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -955616.812500 Penalty: 4302.910156 Iteration 22Q: 3 clusters Score -955616.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -955622.437500 Penalty: 4302.910156 Iteration 23Q: 3 clusters Score -955622.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -955627.125000 Penalty: 4302.910156 Iteration 24Q: 3 clusters Score -955627.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -955630.250000 Penalty: 4302.910156 Iteration 25Q: 3 clusters Score -955630.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -955631.187500 Penalty: 4302.910156 Iteration 26Q: 3 clusters Score -955631.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -955631.250000 Penalty: 4302.910156 Iteration 27Q: 3 clusters Score -955631.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -955633.937500 Penalty: 4302.910156 Iteration 28Q: 3 clusters Score -955633.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -955638.125000 Penalty: 4302.910156 Iteration 29Q: 3 clusters Score -955638.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -955642.500000 Penalty: 4302.910156 Iteration 30Q: 3 clusters Score -955642.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -955649.687500 Penalty: 4302.910156 Iteration 31Q: 3 clusters Score -955649.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -955653.812500 Penalty: 4302.910156 Iteration 32Q: 3 clusters Score -955653.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -955659.062500 Penalty: 4302.910156 Iteration 33Q: 3 clusters Score -955659.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -955659.812500 Penalty: 4302.910156 Iteration 34Q: 3 clusters Score -955659.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -955664.687500 Penalty: 4302.910156 Iteration 35Q: 3 clusters Score -955664.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -955665.812500 Penalty: 4302.910156 Iteration 36Q: 3 clusters Score -955665.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -955669.750000 Penalty: 4302.910156 Iteration 37Q: 3 clusters Score -955669.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -955671.562500 Penalty: 4302.910156 Iteration 38Q: 3 clusters Score -955671.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -955671.250000 Penalty: 4302.910156 Iteration 39Q: 3 clusters Score -955671.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -955670.437500 Penalty: 4302.910156 Iteration 40F: 3 clusters Score -955670.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -955674.312500 Penalty: 4302.910156 Iteration 41Q: 3 clusters Score -955674.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -955675.562500 Penalty: 4302.910156 Iteration 42Q: 3 clusters Score -955675.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -955675.562500 Penalty: 4302.910156 Iteration 43Q: 3 clusters Score -955675.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -955676.125000 Penalty: 4302.910156 Iteration 44Q: 3 clusters Score -955676.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -955677.812500 Penalty: 4302.910156 Iteration 45Q: 3 clusters Score -955677.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -955676.187500 Penalty: 4302.910156 Iteration 46Q: 3 clusters Score -955676.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -955677.500000 Penalty: 4302.910156 Iteration 47Q: 3 clusters Score -955677.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -955677.500000 Penalty: 4302.910156 Iteration 48Q: 3 clusters Score -955677.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -955677.500000 Penalty: 4302.910156 Iteration 49F: 3 clusters Score -955677.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -74567.875000 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -74567.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -73034.851562 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -73034.85 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -73240.000000 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -73240 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -73321.843750 Penalty: 3099.987793 Iteration 2F: 3 clusters Score -73321.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -73404.632812 Penalty: 3099.987793 Iteration 3F: 3 clusters Score -73404.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -73481.648438 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -73481.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -73576.718750 Penalty: 3099.987793 Iteration 5Q: 3 clusters Score -73576.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -73702.585938 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -73702.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -73864.101562 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -73864.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -73940.820312 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -73940.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -74018.804688 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -74018.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74043.710938 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -74043.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -74074.968750 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -74074.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -74091.539062 Penalty: 3099.987793 Iteration 12Q: 3 clusters Score -74091.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -74106.648438 Penalty: 3099.987793 Iteration 13Q: 3 clusters Score -74106.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -74114.242188 Penalty: 3099.987793 Iteration 14Q: 3 clusters Score -74114.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -74121.453125 Penalty: 3099.987793 Iteration 15Q: 3 clusters Score -74121.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -74128.640625 Penalty: 3099.987793 Iteration 16Q: 3 clusters Score -74128.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -74136.843750 Penalty: 3099.987793 Iteration 17Q: 3 clusters Score -74136.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -74160.257812 Penalty: 3099.987793 Iteration 18Q: 3 clusters Score -74160.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -74167.156250 Penalty: 3099.987793 Iteration 19Q: 3 clusters Score -74167.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -74171.796875 Penalty: 3099.987793 Iteration 20F: 3 clusters Score -74171.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Entering Unmasked Estep Score: -267008.500000 Penalty: 1844.134888 Iteration 0F: 2 clusters Score -267008.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -264613.250000 Penalty: 3688.269775 Iteration 0F: 3 clusters Score -264613.2 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -265124.687500 Penalty: 3688.269775 Iteration 1F: 3 clusters Score -265124.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -265318.750000 Penalty: 3688.269775 Iteration 2F: 3 clusters Score -265318.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -265435.781250 Penalty: 3688.269775 Iteration 3F: 3 clusters Score -265435.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -265543.906250 Penalty: 3688.269775 Iteration 4Q: 3 clusters Score -265543.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -265627.375000 Penalty: 3688.269775 Iteration 5Q: 3 clusters Score -265627.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -265712.218750 Penalty: 3688.269775 Iteration 6Q: 3 clusters Score -265712.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -265772.500000 Penalty: 3688.269775 Iteration 7Q: 3 clusters Score -265772.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -265824.906250 Penalty: 3688.269775 Iteration 8Q: 3 clusters Score -265824.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -265884.156250 Penalty: 3688.269775 Iteration 9Q: 3 clusters Score -265884.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -265934.500000 Penalty: 3688.269775 Iteration 10Q: 3 clusters Score -265934.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -265981.656250 Penalty: 3688.269775 Iteration 11Q: 3 clusters Score -265981.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -266017.562500 Penalty: 3688.269775 Iteration 12Q: 3 clusters Score -266017.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -266041.718750 Penalty: 3688.269775 Iteration 13Q: 3 clusters Score -266041.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -266059.625000 Penalty: 3688.269775 Iteration 14Q: 3 clusters Score -266059.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -266080.750000 Penalty: 3688.269775 Iteration 15Q: 3 clusters Score -266080.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -266094.781250 Penalty: 3688.269775 Iteration 16Q: 3 clusters Score -266094.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -266108.000000 Penalty: 3688.269775 Iteration 17Q: 3 clusters Score -266108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -266112.937500 Penalty: 3688.269775 Iteration 18Q: 3 clusters Score -266112.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -266116.968750 Penalty: 3688.269775 Iteration 19Q: 3 clusters Score -266117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -266117.812500 Penalty: 3688.269775 Iteration 20F: 3 clusters Score -266117.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -266118.906250 Penalty: 3688.269775 Iteration 21Q: 3 clusters Score -266118.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -266119.593750 Penalty: 3688.269775 Iteration 22Q: 3 clusters Score -266119.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -266119.593750 Penalty: 3688.269775 Iteration 23F: 3 clusters Score -266119.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (64823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64823 members Entering Unmasked Estep Score: -10883927.000000 Penalty: 2747.695068 Iteration 0F: 2 clusters Score -1.088393e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32282 members Mstep: Class 2 contains 32541 members Entering Unmasked Estep Score: -10842649.000000 Penalty: 5495.390137 Iteration 0F: 3 clusters Score -1.084265e+07 nChanged 30133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30049 members Mstep: Class 2 contains 34774 members Entering Unmasked Estep Score: -10859777.000000 Penalty: 5495.390137 Iteration 1F: 3 clusters Score -1.085978e+07 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28414 members Mstep: Class 2 contains 36409 members Entering Unmasked Estep Score: -10860791.000000 Penalty: 5495.390137 Iteration 2Q: 3 clusters Score -1.086079e+07 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26117 members Mstep: Class 2 contains 38706 members Entering Unmasked Estep Score: -10862028.000000 Penalty: 5495.390137 Iteration 3Q: 3 clusters Score -1.086203e+07 nChanged 3525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23012 members Mstep: Class 2 contains 41811 members Entering Unmasked Estep Score: -10863807.000000 Penalty: 5495.390137 Iteration 4F: 3 clusters Score -1.086381e+07 nChanged 4203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19063 members Mstep: Class 2 contains 45760 members Entering Unmasked Estep Score: -10866526.000000 Penalty: 5495.390137 Iteration 5F: 3 clusters Score -1.086653e+07 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 50504 members Entering Unmasked Estep Score: -10870302.000000 Penalty: 5495.390137 Iteration 6F: 3 clusters Score -1.08703e+07 nChanged 4960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 55430 members Entering Unmasked Estep Score: -10874409.000000 Penalty: 5495.390137 Iteration 7F: 3 clusters Score -1.087441e+07 nChanged 4112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 59528 members Entering Unmasked Estep Score: -10877733.000000 Penalty: 5495.390137 Iteration 8F: 3 clusters Score -1.087773e+07 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 62215 members Entering Unmasked Estep Score: -10879800.000000 Penalty: 5495.390137 Iteration 9Q: 3 clusters Score -1.08798e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 63508 members Entering Unmasked Estep Score: -10880719.000000 Penalty: 5495.390137 Iteration 10Q: 3 clusters Score -1.088072e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 64040 members Entering Unmasked Estep Score: -10881140.000000 Penalty: 5495.390137 Iteration 11Q: 3 clusters Score -1.088114e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 64243 members Entering Unmasked Estep Score: -10881319.000000 Penalty: 5495.390137 Iteration 12Q: 3 clusters Score -1.088132e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 64347 members Entering Unmasked Estep Score: -10881417.000000 Penalty: 5495.390137 Iteration 13Q: 3 clusters Score -1.088142e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 64403 members Entering Unmasked Estep Score: -10881481.000000 Penalty: 5495.390137 Iteration 14Q: 3 clusters Score -1.088148e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 64431 members Entering Unmasked Estep Score: -10881518.000000 Penalty: 5495.390137 Iteration 15Q: 3 clusters Score -1.088152e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 64444 members Entering Unmasked Estep Score: -10881530.000000 Penalty: 5495.390137 Iteration 16Q: 3 clusters Score -1.088153e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 64457 members Entering Unmasked Estep Score: -10881556.000000 Penalty: 5495.390137 Iteration 17Q: 3 clusters Score -1.088156e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 64467 members Entering Unmasked Estep Score: -10881571.000000 Penalty: 5495.390137 Iteration 18Q: 3 clusters Score -1.088157e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 64473 members Entering Unmasked Estep Score: -10881581.000000 Penalty: 5495.390137 Iteration 19Q: 3 clusters Score -1.088158e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 64475 members Entering Unmasked Estep Score: -10881587.000000 Penalty: 5495.390137 Iteration 20F: 3 clusters Score -1.088159e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 64478 members Entering Unmasked Estep Score: -10881576.000000 Penalty: 5495.390137 Iteration 21Q: 3 clusters Score -1.088158e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 64476 members Entering Unmasked Estep Score: -10881584.000000 Penalty: 5495.390137 Iteration 22Q: 3 clusters Score -1.088158e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 64477 members Entering Unmasked Estep Score: -10881587.000000 Penalty: 5495.390137 Iteration 23Q: 3 clusters Score -1.088159e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 64478 members Entering Unmasked Estep Score: -10881587.000000 Penalty: 5495.390137 Iteration 24Q: 3 clusters Score -1.088159e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 64479 members Entering Unmasked Estep Score: -10881588.000000 Penalty: 5495.390137 Iteration 25Q: 3 clusters Score -1.088159e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 64479 members Entering Unmasked Estep Score: -10881589.000000 Penalty: 5495.390137 Iteration 26Q: 3 clusters Score -1.088159e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 64480 members Entering Unmasked Estep Score: -10881587.000000 Penalty: 5495.390137 Iteration 27Q: 3 clusters Score -1.088159e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 64480 members Entering Unmasked Estep Score: -10881587.000000 Penalty: 5495.390137 Iteration 28F: 3 clusters Score -1.088159e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (95021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95021 members Entering Unmasked Estep Score: -15957715.000000 Penalty: 2842.539551 Iteration 0F: 2 clusters Score -1.595772e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47786 members Mstep: Class 2 contains 47235 members Entering Unmasked Estep Score: -15906151.000000 Penalty: 5685.079102 Iteration 0F: 3 clusters Score -1.590615e+07 nChanged 44708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51098 members Mstep: Class 2 contains 43923 members Entering Unmasked Estep Score: -15931690.000000 Penalty: 5685.079102 Iteration 1F: 3 clusters Score -1.593169e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53339 members Mstep: Class 2 contains 41682 members Entering Unmasked Estep Score: -15932776.000000 Penalty: 5685.079102 Iteration 2Q: 3 clusters Score -1.593278e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56626 members Mstep: Class 2 contains 38395 members Entering Unmasked Estep Score: -15934229.000000 Penalty: 5685.079102 Iteration 3Q: 3 clusters Score -1.593423e+07 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61250 members Mstep: Class 2 contains 33771 members Entering Unmasked Estep Score: -15936827.000000 Penalty: 5685.079102 Iteration 4F: 3 clusters Score -1.593683e+07 nChanged 6731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67325 members Mstep: Class 2 contains 27696 members Entering Unmasked Estep Score: -15940749.000000 Penalty: 5685.079102 Iteration 5F: 3 clusters Score -1.594075e+07 nChanged 7288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74193 members Mstep: Class 2 contains 20828 members Entering Unmasked Estep Score: -15944899.000000 Penalty: 5685.079102 Iteration 6F: 3 clusters Score -1.59449e+07 nChanged 6654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80655 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -15948670.000000 Penalty: 5685.079102 Iteration 7F: 3 clusters Score -1.594867e+07 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85762 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -15951283.000000 Penalty: 5685.079102 Iteration 8F: 3 clusters Score -1.595128e+07 nChanged 3618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89362 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -15953108.000000 Penalty: 5685.079102 Iteration 9Q: 3 clusters Score -1.595311e+07 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91774 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -15954196.000000 Penalty: 5685.079102 Iteration 10Q: 3 clusters Score -1.59542e+07 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93112 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -15954639.000000 Penalty: 5685.079102 Iteration 11Q: 3 clusters Score -1.595464e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93823 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -15954971.000000 Penalty: 5685.079102 Iteration 12Q: 3 clusters Score -1.595497e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94168 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -15955128.000000 Penalty: 5685.079102 Iteration 13Q: 3 clusters Score -1.595513e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94345 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -15955229.000000 Penalty: 5685.079102 Iteration 14Q: 3 clusters Score -1.595523e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94444 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -15955303.000000 Penalty: 5685.079102 Iteration 15Q: 3 clusters Score -1.59553e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94498 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -15955359.000000 Penalty: 5685.079102 Iteration 16Q: 3 clusters Score -1.595536e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94529 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -15955363.000000 Penalty: 5685.079102 Iteration 17Q: 3 clusters Score -1.595536e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94547 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -15955376.000000 Penalty: 5685.079102 Iteration 18Q: 3 clusters Score -1.595538e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94559 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -15955402.000000 Penalty: 5685.079102 Iteration 19Q: 3 clusters Score -1.59554e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94570 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -15955429.000000 Penalty: 5685.079102 Iteration 20F: 3 clusters Score -1.595543e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94576 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -15955435.000000 Penalty: 5685.079102 Iteration 21Q: 3 clusters Score -1.595544e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94584 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -15955434.000000 Penalty: 5685.079102 Iteration 22Q: 3 clusters Score -1.595543e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94587 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -15955437.000000 Penalty: 5685.079102 Iteration 23Q: 3 clusters Score -1.595544e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94587 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -15955417.000000 Penalty: 5685.079102 Iteration 24Q: 3 clusters Score -1.595542e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94590 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -15955435.000000 Penalty: 5685.079102 Iteration 25Q: 3 clusters Score -1.595544e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94589 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -15955430.000000 Penalty: 5685.079102 Iteration 26Q: 3 clusters Score -1.595543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94592 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -15955435.000000 Penalty: 5685.079102 Iteration 27Q: 3 clusters Score -1.595544e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94593 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -15955438.000000 Penalty: 5685.079102 Iteration 28Q: 3 clusters Score -1.595544e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94596 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -15955440.000000 Penalty: 5685.079102 Iteration 29Q: 3 clusters Score -1.595544e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94596 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -15955440.000000 Penalty: 5685.079102 Iteration 30F: 3 clusters Score -1.595544e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (67879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67879 members Entering Unmasked Estep Score: -11255781.000000 Penalty: 2759.119385 Iteration 0F: 2 clusters Score -1.125578e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34168 members Mstep: Class 2 contains 33711 members Entering Unmasked Estep Score: -11210678.000000 Penalty: 5518.238770 Iteration 0F: 3 clusters Score -1.121068e+07 nChanged 31868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35696 members Mstep: Class 2 contains 32183 members Entering Unmasked Estep Score: -11228948.000000 Penalty: 5518.238770 Iteration 1F: 3 clusters Score -1.122895e+07 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36636 members Mstep: Class 2 contains 31243 members Entering Unmasked Estep Score: -11229959.000000 Penalty: 5518.238770 Iteration 2Q: 3 clusters Score -1.122996e+07 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38161 members Mstep: Class 2 contains 29718 members Entering Unmasked Estep Score: -11231221.000000 Penalty: 5518.238770 Iteration 3Q: 3 clusters Score -1.123122e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40485 members Mstep: Class 2 contains 27394 members Entering Unmasked Estep Score: -11232789.000000 Penalty: 5518.238770 Iteration 4F: 3 clusters Score -1.123279e+07 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43766 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -11235147.000000 Penalty: 5518.238770 Iteration 5F: 3 clusters Score -1.123515e+07 nChanged 4686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47994 members Mstep: Class 2 contains 19885 members Entering Unmasked Estep Score: -11238546.000000 Penalty: 5518.238770 Iteration 6F: 3 clusters Score -1.123855e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52592 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -11242450.000000 Penalty: 5518.238770 Iteration 7F: 3 clusters Score -1.124245e+07 nChanged 4382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56804 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -11246417.000000 Penalty: 5518.238770 Iteration 8F: 3 clusters Score -1.124642e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59883 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -11249556.000000 Penalty: 5518.238770 Iteration 9Q: 3 clusters Score -1.124956e+07 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61734 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -11251514.000000 Penalty: 5518.238770 Iteration 10Q: 3 clusters Score -1.125151e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62776 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -11252492.000000 Penalty: 5518.238770 Iteration 11Q: 3 clusters Score -1.125249e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63436 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -11252999.000000 Penalty: 5518.238770 Iteration 12Q: 3 clusters Score -1.1253e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63984 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -11253359.000000 Penalty: 5518.238770 Iteration 13Q: 3 clusters Score -1.125336e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64380 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -11253563.000000 Penalty: 5518.238770 Iteration 14Q: 3 clusters Score -1.125356e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64652 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -11253682.000000 Penalty: 5518.238770 Iteration 15Q: 3 clusters Score -1.125368e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64879 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -11253806.000000 Penalty: 5518.238770 Iteration 16Q: 3 clusters Score -1.125381e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65074 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -11253871.000000 Penalty: 5518.238770 Iteration 17Q: 3 clusters Score -1.125387e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65223 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -11253919.000000 Penalty: 5518.238770 Iteration 18Q: 3 clusters Score -1.125392e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65346 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -11253948.000000 Penalty: 5518.238770 Iteration 19Q: 3 clusters Score -1.125395e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65445 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -11253936.000000 Penalty: 5518.238770 Iteration 20F: 3 clusters Score -1.125394e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65527 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -11253971.000000 Penalty: 5518.238770 Iteration 21Q: 3 clusters Score -1.125397e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65613 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -11253976.000000 Penalty: 5518.238770 Iteration 22Q: 3 clusters Score -1.125398e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65695 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -11253975.000000 Penalty: 5518.238770 Iteration 23Q: 3 clusters Score -1.125398e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65759 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -11253975.000000 Penalty: 5518.238770 Iteration 24Q: 3 clusters Score -1.125398e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65829 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -11253991.000000 Penalty: 5518.238770 Iteration 25Q: 3 clusters Score -1.125399e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65889 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -11254016.000000 Penalty: 5518.238770 Iteration 26Q: 3 clusters Score -1.125402e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65934 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -11254012.000000 Penalty: 5518.238770 Iteration 27Q: 3 clusters Score -1.125401e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65973 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -11254023.000000 Penalty: 5518.238770 Iteration 28Q: 3 clusters Score -1.125402e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66017 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -11254029.000000 Penalty: 5518.238770 Iteration 29Q: 3 clusters Score -1.125403e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66049 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -11254040.000000 Penalty: 5518.238770 Iteration 30Q: 3 clusters Score -1.125404e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66077 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -11254034.000000 Penalty: 5518.238770 Iteration 31Q: 3 clusters Score -1.125403e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66099 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -11254054.000000 Penalty: 5518.238770 Iteration 32Q: 3 clusters Score -1.125405e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66112 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -11254065.000000 Penalty: 5518.238770 Iteration 33Q: 3 clusters Score -1.125406e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66128 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -11254075.000000 Penalty: 5518.238770 Iteration 34Q: 3 clusters Score -1.125408e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66149 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -11254071.000000 Penalty: 5518.238770 Iteration 35Q: 3 clusters Score -1.125407e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66163 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -11254085.000000 Penalty: 5518.238770 Iteration 36Q: 3 clusters Score -1.125408e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66180 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -11254090.000000 Penalty: 5518.238770 Iteration 37Q: 3 clusters Score -1.125409e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66191 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -11254084.000000 Penalty: 5518.238770 Iteration 38Q: 3 clusters Score -1.125408e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66201 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -11254090.000000 Penalty: 5518.238770 Iteration 39Q: 3 clusters Score -1.125409e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66207 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -11254091.000000 Penalty: 5518.238770 Iteration 40F: 3 clusters Score -1.125409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66210 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -11254088.000000 Penalty: 5518.238770 Iteration 41Q: 3 clusters Score -1.125409e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66218 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -11254086.000000 Penalty: 5518.238770 Iteration 42Q: 3 clusters Score -1.125409e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66223 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -11254092.000000 Penalty: 5518.238770 Iteration 43Q: 3 clusters Score -1.125409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66226 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -11254103.000000 Penalty: 5518.238770 Iteration 44Q: 3 clusters Score -1.12541e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66230 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -11254105.000000 Penalty: 5518.238770 Iteration 45Q: 3 clusters Score -1.12541e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66233 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -11254097.000000 Penalty: 5518.238770 Iteration 46Q: 3 clusters Score -1.12541e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66233 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -11254097.000000 Penalty: 5518.238770 Iteration 47F: 3 clusters Score -1.12541e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -118873.179688 Penalty: 1652.140015 Iteration 0F: 2 clusters Score -118873.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -117129.898438 Penalty: 3304.280029 Iteration 0F: 3 clusters Score -117129.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -117434.437500 Penalty: 3304.280029 Iteration 1F: 3 clusters Score -117434.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -117545.640625 Penalty: 3304.280029 Iteration 2F: 3 clusters Score -117545.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -117593.750000 Penalty: 3304.280029 Iteration 3Q: 3 clusters Score -117593.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -117617.234375 Penalty: 3304.280029 Iteration 4Q: 3 clusters Score -117617.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -117636.156250 Penalty: 3304.280029 Iteration 5Q: 3 clusters Score -117636.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -117654.992188 Penalty: 3304.280029 Iteration 6Q: 3 clusters Score -117655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -117668.156250 Penalty: 3304.280029 Iteration 7Q: 3 clusters Score -117668.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -117679.242188 Penalty: 3304.280029 Iteration 8Q: 3 clusters Score -117679.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -117682.929688 Penalty: 3304.280029 Iteration 9Q: 3 clusters Score -117682.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -117690.320312 Penalty: 3304.280029 Iteration 10Q: 3 clusters Score -117690.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -117696.804688 Penalty: 3304.280029 Iteration 11Q: 3 clusters Score -117696.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -117700.062500 Penalty: 3304.280029 Iteration 12Q: 3 clusters Score -117700.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -117700.062500 Penalty: 3304.280029 Iteration 13F: 3 clusters Score -117700.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Entering Unmasked Estep Score: -787264.625000 Penalty: 2108.968506 Iteration 0F: 2 clusters Score -787264.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -782832.687500 Penalty: 4217.937012 Iteration 0F: 3 clusters Score -782832.7 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -783849.687500 Penalty: 4217.937012 Iteration 1F: 3 clusters Score -783849.7 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -784046.437500 Penalty: 4217.937012 Iteration 2F: 3 clusters Score -784046.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -784185.062500 Penalty: 4217.937012 Iteration 3F: 3 clusters Score -784185.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -784275.000000 Penalty: 4217.937012 Iteration 4Q: 3 clusters Score -784275 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -784341.062500 Penalty: 4217.937012 Iteration 5Q: 3 clusters Score -784341.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -784389.125000 Penalty: 4217.937012 Iteration 6Q: 3 clusters Score -784389.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -784429.500000 Penalty: 4217.937012 Iteration 7Q: 3 clusters Score -784429.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -784469.875000 Penalty: 4217.937012 Iteration 8Q: 3 clusters Score -784469.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -784511.562500 Penalty: 4217.937012 Iteration 9Q: 3 clusters Score -784511.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -784558.312500 Penalty: 4217.937012 Iteration 10Q: 3 clusters Score -784558.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -784599.687500 Penalty: 4217.937012 Iteration 11Q: 3 clusters Score -784599.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -784631.312500 Penalty: 4217.937012 Iteration 12Q: 3 clusters Score -784631.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -784666.125000 Penalty: 4217.937012 Iteration 13Q: 3 clusters Score -784666.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -784700.000000 Penalty: 4217.937012 Iteration 14Q: 3 clusters Score -784700 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -784731.750000 Penalty: 4217.937012 Iteration 15Q: 3 clusters Score -784731.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -784769.125000 Penalty: 4217.937012 Iteration 16Q: 3 clusters Score -784769.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -784809.000000 Penalty: 4217.937012 Iteration 17Q: 3 clusters Score -784809 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -784858.000000 Penalty: 4217.937012 Iteration 18Q: 3 clusters Score -784858 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -784904.875000 Penalty: 4217.937012 Iteration 19Q: 3 clusters Score -784904.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -784945.937500 Penalty: 4217.937012 Iteration 20F: 3 clusters Score -784945.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -784999.625000 Penalty: 4217.937012 Iteration 21Q: 3 clusters Score -784999.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -785056.125000 Penalty: 4217.937012 Iteration 22Q: 3 clusters Score -785056.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -785112.437500 Penalty: 4217.937012 Iteration 23Q: 3 clusters Score -785112.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -785188.437500 Penalty: 4217.937012 Iteration 24Q: 3 clusters Score -785188.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -785273.000000 Penalty: 4217.937012 Iteration 25Q: 3 clusters Score -785273 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -785349.062500 Penalty: 4217.937012 Iteration 26Q: 3 clusters Score -785349.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -785404.687500 Penalty: 4217.937012 Iteration 27Q: 3 clusters Score -785404.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -785448.250000 Penalty: 4217.937012 Iteration 28Q: 3 clusters Score -785448.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -785482.125000 Penalty: 4217.937012 Iteration 29Q: 3 clusters Score -785482.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -785511.687500 Penalty: 4217.937012 Iteration 30Q: 3 clusters Score -785511.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -785532.312500 Penalty: 4217.937012 Iteration 31Q: 3 clusters Score -785532.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -785552.437500 Penalty: 4217.937012 Iteration 32Q: 3 clusters Score -785552.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -785563.250000 Penalty: 4217.937012 Iteration 33Q: 3 clusters Score -785563.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -785575.625000 Penalty: 4217.937012 Iteration 34Q: 3 clusters Score -785575.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -785582.687500 Penalty: 4217.937012 Iteration 35Q: 3 clusters Score -785582.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -785595.250000 Penalty: 4217.937012 Iteration 36Q: 3 clusters Score -785595.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -785607.000000 Penalty: 4217.937012 Iteration 37Q: 3 clusters Score -785607 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -785614.437500 Penalty: 4217.937012 Iteration 38Q: 3 clusters Score -785614.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -785622.062500 Penalty: 4217.937012 Iteration 39Q: 3 clusters Score -785622.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -785625.062500 Penalty: 4217.937012 Iteration 40F: 3 clusters Score -785625.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -785627.625000 Penalty: 4217.937012 Iteration 41Q: 3 clusters Score -785627.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -785628.750000 Penalty: 4217.937012 Iteration 42Q: 3 clusters Score -785628.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -785629.500000 Penalty: 4217.937012 Iteration 43Q: 3 clusters Score -785629.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -785630.875000 Penalty: 4217.937012 Iteration 44Q: 3 clusters Score -785630.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -785630.625000 Penalty: 4217.937012 Iteration 45Q: 3 clusters Score -785630.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -785630.937500 Penalty: 4217.937012 Iteration 46Q: 3 clusters Score -785630.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -785632.250000 Penalty: 4217.937012 Iteration 47Q: 3 clusters Score -785632.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -785632.250000 Penalty: 4217.937012 Iteration 48F: 3 clusters Score -785632.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (70103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70103 members Entering Unmasked Estep Score: -11123508.000000 Penalty: 2767.114746 Iteration 0F: 2 clusters Score -1.112351e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35118 members Mstep: Class 2 contains 34985 members Entering Unmasked Estep Score: -11076897.000000 Penalty: 5534.229492 Iteration 0F: 3 clusters Score -1.10769e+07 nChanged 32722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35074 members Mstep: Class 2 contains 35029 members Entering Unmasked Estep Score: -11096179.000000 Penalty: 5534.229492 Iteration 1F: 3 clusters Score -1.109618e+07 nChanged 3438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35306 members Mstep: Class 2 contains 34797 members Entering Unmasked Estep Score: -11097619.000000 Penalty: 5534.229492 Iteration 2Q: 3 clusters Score -1.109762e+07 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35722 members Mstep: Class 2 contains 34381 members Entering Unmasked Estep Score: -11099200.000000 Penalty: 5534.229492 Iteration 3F: 3 clusters Score -1.10992e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36389 members Mstep: Class 2 contains 33714 members Entering Unmasked Estep Score: -11101381.000000 Penalty: 5534.229492 Iteration 4F: 3 clusters Score -1.110138e+07 nChanged 4178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37303 members Mstep: Class 2 contains 32800 members Entering Unmasked Estep Score: -11103966.000000 Penalty: 5534.229492 Iteration 5F: 3 clusters Score -1.110397e+07 nChanged 4427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38450 members Mstep: Class 2 contains 31653 members Entering Unmasked Estep Score: -11106883.000000 Penalty: 5534.229492 Iteration 6F: 3 clusters Score -1.110688e+07 nChanged 4148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39610 members Mstep: Class 2 contains 30493 members Entering Unmasked Estep Score: -11109576.000000 Penalty: 5534.229492 Iteration 7F: 3 clusters Score -1.110958e+07 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40642 members Mstep: Class 2 contains 29461 members Entering Unmasked Estep Score: -11111645.000000 Penalty: 5534.229492 Iteration 8F: 3 clusters Score -1.111164e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41530 members Mstep: Class 2 contains 28573 members Entering Unmasked Estep Score: -11113028.000000 Penalty: 5534.229492 Iteration 9Q: 3 clusters Score -1.111303e+07 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42252 members Mstep: Class 2 contains 27851 members Entering Unmasked Estep Score: -11113569.000000 Penalty: 5534.229492 Iteration 10Q: 3 clusters Score -1.111357e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42971 members Mstep: Class 2 contains 27132 members Entering Unmasked Estep Score: -11113966.000000 Penalty: 5534.229492 Iteration 11Q: 3 clusters Score -1.111397e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43712 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -11114248.000000 Penalty: 5534.229492 Iteration 12Q: 3 clusters Score -1.111425e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44404 members Mstep: Class 2 contains 25699 members Entering Unmasked Estep Score: -11114444.000000 Penalty: 5534.229492 Iteration 13Q: 3 clusters Score -1.111444e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45129 members Mstep: Class 2 contains 24974 members Entering Unmasked Estep Score: -11114620.000000 Penalty: 5534.229492 Iteration 14Q: 3 clusters Score -1.111462e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45861 members Mstep: Class 2 contains 24242 members Entering Unmasked Estep Score: -11114884.000000 Penalty: 5534.229492 Iteration 15Q: 3 clusters Score -1.111488e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46672 members Mstep: Class 2 contains 23431 members Entering Unmasked Estep Score: -11115079.000000 Penalty: 5534.229492 Iteration 16Q: 3 clusters Score -1.111508e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47463 members Mstep: Class 2 contains 22640 members Entering Unmasked Estep Score: -11115342.000000 Penalty: 5534.229492 Iteration 17Q: 3 clusters Score -1.111534e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48269 members Mstep: Class 2 contains 21834 members Entering Unmasked Estep Score: -11115565.000000 Penalty: 5534.229492 Iteration 18Q: 3 clusters Score -1.111556e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49102 members Mstep: Class 2 contains 21001 members Entering Unmasked Estep Score: -11115699.000000 Penalty: 5534.229492 Iteration 19Q: 3 clusters Score -1.11157e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49948 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -11115978.000000 Penalty: 5534.229492 Iteration 20F: 3 clusters Score -1.111598e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50771 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -11116218.000000 Penalty: 5534.229492 Iteration 21Q: 3 clusters Score -1.111622e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51675 members Mstep: Class 2 contains 18428 members Entering Unmasked Estep Score: -11116477.000000 Penalty: 5534.229492 Iteration 22Q: 3 clusters Score -1.111648e+07 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52643 members Mstep: Class 2 contains 17460 members Entering Unmasked Estep Score: -11116783.000000 Penalty: 5534.229492 Iteration 23Q: 3 clusters Score -1.111678e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53614 members Mstep: Class 2 contains 16489 members Entering Unmasked Estep Score: -11117076.000000 Penalty: 5534.229492 Iteration 24Q: 3 clusters Score -1.111708e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54621 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -11117425.000000 Penalty: 5534.229492 Iteration 25Q: 3 clusters Score -1.111742e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55560 members Mstep: Class 2 contains 14543 members Entering Unmasked Estep Score: -11117738.000000 Penalty: 5534.229492 Iteration 26Q: 3 clusters Score -1.111774e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56524 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -11118073.000000 Penalty: 5534.229492 Iteration 27Q: 3 clusters Score -1.111807e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57512 members Mstep: Class 2 contains 12591 members Entering Unmasked Estep Score: -11118476.000000 Penalty: 5534.229492 Iteration 28Q: 3 clusters Score -1.111848e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58488 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -11118847.000000 Penalty: 5534.229492 Iteration 29Q: 3 clusters Score -1.111885e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59447 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -11119227.000000 Penalty: 5534.229492 Iteration 30Q: 3 clusters Score -1.111923e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60376 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -11119571.000000 Penalty: 5534.229492 Iteration 31Q: 3 clusters Score -1.111957e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61277 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -11119916.000000 Penalty: 5534.229492 Iteration 32Q: 3 clusters Score -1.111992e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62064 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -11120274.000000 Penalty: 5534.229492 Iteration 33Q: 3 clusters Score -1.112027e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62777 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -11120525.000000 Penalty: 5534.229492 Iteration 34Q: 3 clusters Score -1.112052e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63395 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -11120773.000000 Penalty: 5534.229492 Iteration 35Q: 3 clusters Score -1.112077e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63932 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -11120928.000000 Penalty: 5534.229492 Iteration 36Q: 3 clusters Score -1.112093e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64386 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -11121100.000000 Penalty: 5534.229492 Iteration 37Q: 3 clusters Score -1.11211e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64805 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -11121226.000000 Penalty: 5534.229492 Iteration 38Q: 3 clusters Score -1.112123e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65208 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -11121338.000000 Penalty: 5534.229492 Iteration 39Q: 3 clusters Score -1.112134e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65583 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -11121480.000000 Penalty: 5534.229492 Iteration 40F: 3 clusters Score -1.112148e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65916 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -11121589.000000 Penalty: 5534.229492 Iteration 41Q: 3 clusters Score -1.112159e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66209 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -11121658.000000 Penalty: 5534.229492 Iteration 42Q: 3 clusters Score -1.112166e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66426 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -11121729.000000 Penalty: 5534.229492 Iteration 43Q: 3 clusters Score -1.112173e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66606 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -11121793.000000 Penalty: 5534.229492 Iteration 44Q: 3 clusters Score -1.112179e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66753 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -11121835.000000 Penalty: 5534.229492 Iteration 45Q: 3 clusters Score -1.112184e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66880 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -11121864.000000 Penalty: 5534.229492 Iteration 46Q: 3 clusters Score -1.112186e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66990 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -11121930.000000 Penalty: 5534.229492 Iteration 47Q: 3 clusters Score -1.112193e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67093 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -11121966.000000 Penalty: 5534.229492 Iteration 48Q: 3 clusters Score -1.112197e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67167 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -11121973.000000 Penalty: 5534.229492 Iteration 49Q: 3 clusters Score -1.112197e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67241 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -11121989.000000 Penalty: 5534.229492 Iteration 50Q: 3 clusters Score -1.112199e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67295 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -11121981.000000 Penalty: 5534.229492 Iteration 51Q: 3 clusters Score -1.112198e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67344 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -11122013.000000 Penalty: 5534.229492 Iteration 52Q: 3 clusters Score -1.112201e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67387 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -11122000.000000 Penalty: 5534.229492 Iteration 53Q: 3 clusters Score -1.1122e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67419 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -11122018.000000 Penalty: 5534.229492 Iteration 54Q: 3 clusters Score -1.112202e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67446 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -11122037.000000 Penalty: 5534.229492 Iteration 55Q: 3 clusters Score -1.112204e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67465 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -11122023.000000 Penalty: 5534.229492 Iteration 56Q: 3 clusters Score -1.112202e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67492 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -11122037.000000 Penalty: 5534.229492 Iteration 57Q: 3 clusters Score -1.112204e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67519 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -11122048.000000 Penalty: 5534.229492 Iteration 58Q: 3 clusters Score -1.112205e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67542 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -11122052.000000 Penalty: 5534.229492 Iteration 59Q: 3 clusters Score -1.112205e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67558 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -11122059.000000 Penalty: 5534.229492 Iteration 60F: 3 clusters Score -1.112206e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67582 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -11122056.000000 Penalty: 5534.229492 Iteration 61Q: 3 clusters Score -1.112206e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67606 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -11122062.000000 Penalty: 5534.229492 Iteration 62Q: 3 clusters Score -1.112206e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67622 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -11122071.000000 Penalty: 5534.229492 Iteration 63Q: 3 clusters Score -1.112207e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67643 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -11122069.000000 Penalty: 5534.229492 Iteration 64Q: 3 clusters Score -1.112207e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67662 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -11122084.000000 Penalty: 5534.229492 Iteration 65Q: 3 clusters Score -1.112208e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67671 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -11122078.000000 Penalty: 5534.229492 Iteration 66Q: 3 clusters Score -1.112208e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67678 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -11122071.000000 Penalty: 5534.229492 Iteration 67Q: 3 clusters Score -1.112207e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67687 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -11122087.000000 Penalty: 5534.229492 Iteration 68Q: 3 clusters Score -1.112209e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67700 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -11122090.000000 Penalty: 5534.229492 Iteration 69Q: 3 clusters Score -1.112209e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67713 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -11122097.000000 Penalty: 5534.229492 Iteration 70Q: 3 clusters Score -1.11221e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67729 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -11122102.000000 Penalty: 5534.229492 Iteration 71Q: 3 clusters Score -1.11221e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67740 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -11122107.000000 Penalty: 5534.229492 Iteration 72Q: 3 clusters Score -1.112211e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67748 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -11122106.000000 Penalty: 5534.229492 Iteration 73Q: 3 clusters Score -1.112211e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67755 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -11122110.000000 Penalty: 5534.229492 Iteration 74Q: 3 clusters Score -1.112211e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67761 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -11122111.000000 Penalty: 5534.229492 Iteration 75Q: 3 clusters Score -1.112211e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67765 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -11122105.000000 Penalty: 5534.229492 Iteration 76Q: 3 clusters Score -1.11221e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67767 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -11122113.000000 Penalty: 5534.229492 Iteration 77Q: 3 clusters Score -1.112211e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67768 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -11122115.000000 Penalty: 5534.229492 Iteration 78Q: 3 clusters Score -1.112212e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67769 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -11122110.000000 Penalty: 5534.229492 Iteration 79Q: 3 clusters Score -1.112211e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67769 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -11122110.000000 Penalty: 5534.229492 Iteration 80F: 3 clusters Score -1.112211e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (61579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61579 members Entering Unmasked Estep Score: -10350833.000000 Penalty: 2734.962891 Iteration 0F: 2 clusters Score -1.035083e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30873 members Mstep: Class 2 contains 30706 members Entering Unmasked Estep Score: -10310593.000000 Penalty: 5469.925781 Iteration 0F: 3 clusters Score -1.031059e+07 nChanged 28710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31863 members Mstep: Class 2 contains 29716 members Entering Unmasked Estep Score: -10326438.000000 Penalty: 5469.925781 Iteration 1F: 3 clusters Score -1.032644e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32394 members Mstep: Class 2 contains 29185 members Entering Unmasked Estep Score: -10327070.000000 Penalty: 5469.925781 Iteration 2Q: 3 clusters Score -1.032707e+07 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33168 members Mstep: Class 2 contains 28411 members Entering Unmasked Estep Score: -10327685.000000 Penalty: 5469.925781 Iteration 3Q: 3 clusters Score -1.032768e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34246 members Mstep: Class 2 contains 27333 members Entering Unmasked Estep Score: -10328384.000000 Penalty: 5469.925781 Iteration 4Q: 3 clusters Score -1.032838e+07 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35881 members Mstep: Class 2 contains 25698 members Entering Unmasked Estep Score: -10329227.000000 Penalty: 5469.925781 Iteration 5Q: 3 clusters Score -1.032923e+07 nChanged 2627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38132 members Mstep: Class 2 contains 23447 members Entering Unmasked Estep Score: -10330408.000000 Penalty: 5469.925781 Iteration 6Q: 3 clusters Score -1.033041e+07 nChanged 3300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41232 members Mstep: Class 2 contains 20347 members Entering Unmasked Estep Score: -10332265.000000 Penalty: 5469.925781 Iteration 7F: 3 clusters Score -1.033226e+07 nChanged 4157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45333 members Mstep: Class 2 contains 16246 members Entering Unmasked Estep Score: -10335189.000000 Penalty: 5469.925781 Iteration 8F: 3 clusters Score -1.033519e+07 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50081 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -10339237.000000 Penalty: 5469.925781 Iteration 9F: 3 clusters Score -1.033924e+07 nChanged 4555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54634 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -10343107.000000 Penalty: 5469.925781 Iteration 10F: 3 clusters Score -1.034311e+07 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58053 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -10345900.000000 Penalty: 5469.925781 Iteration 11F: 3 clusters Score -1.03459e+07 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60027 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -10347351.000000 Penalty: 5469.925781 Iteration 12Q: 3 clusters Score -1.034735e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60852 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -10347971.000000 Penalty: 5469.925781 Iteration 13Q: 3 clusters Score -1.034797e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61111 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -10348221.000000 Penalty: 5469.925781 Iteration 14Q: 3 clusters Score -1.034822e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61198 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -10348316.000000 Penalty: 5469.925781 Iteration 15Q: 3 clusters Score -1.034832e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61233 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -10348351.000000 Penalty: 5469.925781 Iteration 16Q: 3 clusters Score -1.034835e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61247 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -10348395.000000 Penalty: 5469.925781 Iteration 17Q: 3 clusters Score -1.03484e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61257 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -10348419.000000 Penalty: 5469.925781 Iteration 18Q: 3 clusters Score -1.034842e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61272 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -10348452.000000 Penalty: 5469.925781 Iteration 19Q: 3 clusters Score -1.034845e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61283 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -10348463.000000 Penalty: 5469.925781 Iteration 20F: 3 clusters Score -1.034846e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61291 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -10348476.000000 Penalty: 5469.925781 Iteration 21Q: 3 clusters Score -1.034848e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61292 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -10348475.000000 Penalty: 5469.925781 Iteration 22Q: 3 clusters Score -1.034848e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61297 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10348490.000000 Penalty: 5469.925781 Iteration 23Q: 3 clusters Score -1.034849e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61294 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -10348502.000000 Penalty: 5469.925781 Iteration 24Q: 3 clusters Score -1.03485e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61296 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -10348504.000000 Penalty: 5469.925781 Iteration 25Q: 3 clusters Score -1.03485e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61297 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10348510.000000 Penalty: 5469.925781 Iteration 26Q: 3 clusters Score -1.034851e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61297 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10348510.000000 Penalty: 5469.925781 Iteration 27F: 3 clusters Score -1.034851e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Entering Unmasked Estep Score: -858311.312500 Penalty: 2126.761475 Iteration 0F: 2 clusters Score -858311.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -853609.000000 Penalty: 4253.522949 Iteration 0F: 3 clusters Score -853609 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -854820.562500 Penalty: 4253.522949 Iteration 1F: 3 clusters Score -854820.6 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -855101.250000 Penalty: 4253.522949 Iteration 2F: 3 clusters Score -855101.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -855298.437500 Penalty: 4253.522949 Iteration 3F: 3 clusters Score -855298.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -855476.625000 Penalty: 4253.522949 Iteration 4Q: 3 clusters Score -855476.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -855653.125000 Penalty: 4253.522949 Iteration 5Q: 3 clusters Score -855653.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -855859.250000 Penalty: 4253.522949 Iteration 6Q: 3 clusters Score -855859.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -856098.250000 Penalty: 4253.522949 Iteration 7Q: 3 clusters Score -856098.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -856281.625000 Penalty: 4253.522949 Iteration 8Q: 3 clusters Score -856281.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -856468.500000 Penalty: 4253.522949 Iteration 9Q: 3 clusters Score -856468.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -856674.000000 Penalty: 4253.522949 Iteration 10Q: 3 clusters Score -856674 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -856883.937500 Penalty: 4253.522949 Iteration 11Q: 3 clusters Score -856883.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -857041.000000 Penalty: 4253.522949 Iteration 12Q: 3 clusters Score -857041 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -857188.812500 Penalty: 4253.522949 Iteration 13Q: 3 clusters Score -857188.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -857318.937500 Penalty: 4253.522949 Iteration 14Q: 3 clusters Score -857318.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -857417.562500 Penalty: 4253.522949 Iteration 15Q: 3 clusters Score -857417.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -857472.062500 Penalty: 4253.522949 Iteration 16Q: 3 clusters Score -857472.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -857508.750000 Penalty: 4253.522949 Iteration 17Q: 3 clusters Score -857508.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -857539.312500 Penalty: 4253.522949 Iteration 18Q: 3 clusters Score -857539.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -857569.625000 Penalty: 4253.522949 Iteration 19Q: 3 clusters Score -857569.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -857594.625000 Penalty: 4253.522949 Iteration 20F: 3 clusters Score -857594.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -857633.812500 Penalty: 4253.522949 Iteration 21Q: 3 clusters Score -857633.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -857698.812500 Penalty: 4253.522949 Iteration 22Q: 3 clusters Score -857698.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -857758.562500 Penalty: 4253.522949 Iteration 23Q: 3 clusters Score -857758.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -857796.312500 Penalty: 4253.522949 Iteration 24Q: 3 clusters Score -857796.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -857811.062500 Penalty: 4253.522949 Iteration 25Q: 3 clusters Score -857811.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -857816.875000 Penalty: 4253.522949 Iteration 26Q: 3 clusters Score -857816.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -857820.562500 Penalty: 4253.522949 Iteration 27Q: 3 clusters Score -857820.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -857824.937500 Penalty: 4253.522949 Iteration 28Q: 3 clusters Score -857824.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -857827.125000 Penalty: 4253.522949 Iteration 29Q: 3 clusters Score -857827.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -857830.250000 Penalty: 4253.522949 Iteration 30Q: 3 clusters Score -857830.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -857829.562500 Penalty: 4253.522949 Iteration 31Q: 3 clusters Score -857829.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -857829.375000 Penalty: 4253.522949 Iteration 32Q: 3 clusters Score -857829.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -857829.375000 Penalty: 4253.522949 Iteration 33F: 3 clusters Score -857829.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -48022.355469 Penalty: 1457.678467 Iteration 0F: 2 clusters Score -48022.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -46719.597656 Penalty: 2915.356934 Iteration 0F: 3 clusters Score -46719.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46950.894531 Penalty: 2915.356934 Iteration 1F: 3 clusters Score -46950.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -47069.886719 Penalty: 2915.356934 Iteration 2F: 3 clusters Score -47069.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -47106.378906 Penalty: 2915.356934 Iteration 3Q: 3 clusters Score -47106.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47128.390625 Penalty: 2915.356934 Iteration 4Q: 3 clusters Score -47128.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -47165.082031 Penalty: 2915.356934 Iteration 5Q: 3 clusters Score -47165.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47178.648438 Penalty: 2915.356934 Iteration 6Q: 3 clusters Score -47178.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -47207.406250 Penalty: 2915.356934 Iteration 7Q: 3 clusters Score -47207.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47227.421875 Penalty: 2915.356934 Iteration 8Q: 3 clusters Score -47227.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47229.667969 Penalty: 2915.356934 Iteration 9Q: 3 clusters Score -47229.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47263.214844 Penalty: 2915.356934 Iteration 10Q: 3 clusters Score -47263.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -47284.804688 Penalty: 2915.356934 Iteration 11Q: 3 clusters Score -47284.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47296.773438 Penalty: 2915.356934 Iteration 12Q: 3 clusters Score -47296.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47301.953125 Penalty: 2915.356934 Iteration 13Q: 3 clusters Score -47301.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47313.289062 Penalty: 2915.356934 Iteration 14Q: 3 clusters Score -47313.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47313.289062 Penalty: 2915.356934 Iteration 15F: 3 clusters Score -47313.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -46409.906250 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -46409.91 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 179 members Entering Unmasked Estep Score: -45256.789062 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -45256.79 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -45614.542969 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -45614.54 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45809.738281 Penalty: 2880.838867 Iteration 2F: 3 clusters Score -45809.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -45928.031250 Penalty: 2880.838867 Iteration 3F: 3 clusters Score -45928.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -45958.253906 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -45958.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -45975.062500 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -45975.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -45990.902344 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -45990.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -45995.226562 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -45995.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -46000.996094 Penalty: 2880.838867 Iteration 8Q: 3 clusters Score -46001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -46004.128906 Penalty: 2880.838867 Iteration 9Q: 3 clusters Score -46004.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -46007.285156 Penalty: 2880.838867 Iteration 10Q: 3 clusters Score -46007.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -46009.578125 Penalty: 2880.838867 Iteration 11Q: 3 clusters Score -46009.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -46009.578125 Penalty: 2880.838867 Iteration 12F: 3 clusters Score -46009.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (44117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44117 members Entering Unmasked Estep Score: -6961567.000000 Penalty: 2652.260742 Iteration 0F: 2 clusters Score -6961567 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 21937 members Entering Unmasked Estep Score: -6931664.500000 Penalty: 5304.521484 Iteration 0F: 3 clusters Score -6931664 nChanged 20330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 21027 members Entering Unmasked Estep Score: -6943404.000000 Penalty: 5304.521484 Iteration 1F: 3 clusters Score -6943404 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -6944474.000000 Penalty: 5304.521484 Iteration 2F: 3 clusters Score -6944474 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24318 members Mstep: Class 2 contains 19799 members Entering Unmasked Estep Score: -6945857.000000 Penalty: 5304.521484 Iteration 3F: 3 clusters Score -6945857 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25084 members Mstep: Class 2 contains 19033 members Entering Unmasked Estep Score: -6947366.000000 Penalty: 5304.521484 Iteration 4F: 3 clusters Score -6947366 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25809 members Mstep: Class 2 contains 18308 members Entering Unmasked Estep Score: -6948800.500000 Penalty: 5304.521484 Iteration 5F: 3 clusters Score -6948800 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26575 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -6950027.500000 Penalty: 5304.521484 Iteration 6F: 3 clusters Score -6950028 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27302 members Mstep: Class 2 contains 16815 members Entering Unmasked Estep Score: -6950955.500000 Penalty: 5304.521484 Iteration 7Q: 3 clusters Score -6950956 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28027 members Mstep: Class 2 contains 16090 members Entering Unmasked Estep Score: -6951774.500000 Penalty: 5304.521484 Iteration 8Q: 3 clusters Score -6951774 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28839 members Mstep: Class 2 contains 15278 members Entering Unmasked Estep Score: -6952454.000000 Penalty: 5304.521484 Iteration 9Q: 3 clusters Score -6952454 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29671 members Mstep: Class 2 contains 14446 members Entering Unmasked Estep Score: -6953032.500000 Penalty: 5304.521484 Iteration 10Q: 3 clusters Score -6953032 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30542 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -6953524.000000 Penalty: 5304.521484 Iteration 11Q: 3 clusters Score -6953524 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31482 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -6953998.500000 Penalty: 5304.521484 Iteration 12Q: 3 clusters Score -6953998 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32399 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -6954426.000000 Penalty: 5304.521484 Iteration 13Q: 3 clusters Score -6954426 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33317 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -6954851.500000 Penalty: 5304.521484 Iteration 14Q: 3 clusters Score -6954852 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34232 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -6955235.500000 Penalty: 5304.521484 Iteration 15Q: 3 clusters Score -6955236 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35117 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -6955576.000000 Penalty: 5304.521484 Iteration 16Q: 3 clusters Score -6955576 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -6955960.000000 Penalty: 5304.521484 Iteration 17Q: 3 clusters Score -6955960 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36823 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -6956316.000000 Penalty: 5304.521484 Iteration 18Q: 3 clusters Score -6956316 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37680 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -6956770.000000 Penalty: 5304.521484 Iteration 19Q: 3 clusters Score -6956770 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38484 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -6957156.500000 Penalty: 5304.521484 Iteration 20F: 3 clusters Score -6957156 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39204 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -6957496.000000 Penalty: 5304.521484 Iteration 21Q: 3 clusters Score -6957496 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39887 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -6957860.000000 Penalty: 5304.521484 Iteration 22Q: 3 clusters Score -6957860 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40508 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -6958250.000000 Penalty: 5304.521484 Iteration 23Q: 3 clusters Score -6958250 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41045 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -6958579.000000 Penalty: 5304.521484 Iteration 24Q: 3 clusters Score -6958579 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41429 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -6958800.500000 Penalty: 5304.521484 Iteration 25Q: 3 clusters Score -6958800 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41719 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -6958931.000000 Penalty: 5304.521484 Iteration 26Q: 3 clusters Score -6958931 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41960 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -6959044.500000 Penalty: 5304.521484 Iteration 27Q: 3 clusters Score -6959044 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42157 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -6959140.000000 Penalty: 5304.521484 Iteration 28Q: 3 clusters Score -6959140 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42314 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -6959204.500000 Penalty: 5304.521484 Iteration 29Q: 3 clusters Score -6959204 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42446 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -6959298.000000 Penalty: 5304.521484 Iteration 30Q: 3 clusters Score -6959298 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42539 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -6959354.000000 Penalty: 5304.521484 Iteration 31Q: 3 clusters Score -6959354 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42637 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -6959419.500000 Penalty: 5304.521484 Iteration 32Q: 3 clusters Score -6959420 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42717 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -6959471.500000 Penalty: 5304.521484 Iteration 33Q: 3 clusters Score -6959472 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42774 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -6959508.500000 Penalty: 5304.521484 Iteration 34Q: 3 clusters Score -6959508 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42813 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -6959534.000000 Penalty: 5304.521484 Iteration 35Q: 3 clusters Score -6959534 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42852 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -6959559.000000 Penalty: 5304.521484 Iteration 36Q: 3 clusters Score -6959559 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42882 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -6959575.500000 Penalty: 5304.521484 Iteration 37Q: 3 clusters Score -6959576 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42914 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -6959593.000000 Penalty: 5304.521484 Iteration 38Q: 3 clusters Score -6959593 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42937 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -6959601.000000 Penalty: 5304.521484 Iteration 39Q: 3 clusters Score -6959601 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42967 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -6959623.000000 Penalty: 5304.521484 Iteration 40F: 3 clusters Score -6959623 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42980 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -6959625.000000 Penalty: 5304.521484 Iteration 41Q: 3 clusters Score -6959625 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42994 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -6959635.000000 Penalty: 5304.521484 Iteration 42Q: 3 clusters Score -6959635 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43009 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -6959637.500000 Penalty: 5304.521484 Iteration 43Q: 3 clusters Score -6959638 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43022 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -6959649.000000 Penalty: 5304.521484 Iteration 44Q: 3 clusters Score -6959649 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43034 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -6959658.500000 Penalty: 5304.521484 Iteration 45Q: 3 clusters Score -6959658 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43045 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6959660.500000 Penalty: 5304.521484 Iteration 46Q: 3 clusters Score -6959660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43052 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -6959661.500000 Penalty: 5304.521484 Iteration 47Q: 3 clusters Score -6959662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43062 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -6959670.500000 Penalty: 5304.521484 Iteration 48Q: 3 clusters Score -6959670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43066 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -6959683.500000 Penalty: 5304.521484 Iteration 49Q: 3 clusters Score -6959684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43065 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -6959685.500000 Penalty: 5304.521484 Iteration 50Q: 3 clusters Score -6959686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43067 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -6959686.000000 Penalty: 5304.521484 Iteration 51Q: 3 clusters Score -6959686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43070 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -6959687.500000 Penalty: 5304.521484 Iteration 52Q: 3 clusters Score -6959688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43070 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -6959687.500000 Penalty: 5304.521484 Iteration 53F: 3 clusters Score -6959688 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Entering Unmasked Estep Score: -426517.062500 Penalty: 1942.929321 Iteration 0F: 2 clusters Score -426517.1 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 1307 members Entering Unmasked Estep Score: -423527.375000 Penalty: 3885.858643 Iteration 0F: 3 clusters Score -423527.4 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -424079.281250 Penalty: 3885.858643 Iteration 1F: 3 clusters Score -424079.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -424205.000000 Penalty: 3885.858643 Iteration 2F: 3 clusters Score -424205 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -424279.906250 Penalty: 3885.858643 Iteration 3Q: 3 clusters Score -424279.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -424324.125000 Penalty: 3885.858643 Iteration 4Q: 3 clusters Score -424324.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -424356.593750 Penalty: 3885.858643 Iteration 5Q: 3 clusters Score -424356.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -424386.656250 Penalty: 3885.858643 Iteration 6Q: 3 clusters Score -424386.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -424411.781250 Penalty: 3885.858643 Iteration 7Q: 3 clusters Score -424411.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -424436.437500 Penalty: 3885.858643 Iteration 8Q: 3 clusters Score -424436.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -424453.875000 Penalty: 3885.858643 Iteration 9Q: 3 clusters Score -424453.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -424467.156250 Penalty: 3885.858643 Iteration 10Q: 3 clusters Score -424467.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -424479.625000 Penalty: 3885.858643 Iteration 11Q: 3 clusters Score -424479.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -424488.781250 Penalty: 3885.858643 Iteration 12Q: 3 clusters Score -424488.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -424495.250000 Penalty: 3885.858643 Iteration 13Q: 3 clusters Score -424495.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -424504.375000 Penalty: 3885.858643 Iteration 14Q: 3 clusters Score -424504.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -424512.406250 Penalty: 3885.858643 Iteration 15Q: 3 clusters Score -424512.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -424518.375000 Penalty: 3885.858643 Iteration 16Q: 3 clusters Score -424518.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -424523.000000 Penalty: 3885.858643 Iteration 17Q: 3 clusters Score -424523 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -424525.812500 Penalty: 3885.858643 Iteration 18Q: 3 clusters Score -424525.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -424527.656250 Penalty: 3885.858643 Iteration 19Q: 3 clusters Score -424527.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -424529.031250 Penalty: 3885.858643 Iteration 20F: 3 clusters Score -424529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -424530.562500 Penalty: 3885.858643 Iteration 21Q: 3 clusters Score -424530.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -424531.375000 Penalty: 3885.858643 Iteration 22Q: 3 clusters Score -424531.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -424531.375000 Penalty: 3885.858643 Iteration 23F: 3 clusters Score -424531.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Entering Unmasked Estep Score: -631809.062500 Penalty: 2048.281494 Iteration 0F: 2 clusters Score -631809.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -628029.812500 Penalty: 4096.562988 Iteration 0F: 3 clusters Score -628029.8 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -628975.875000 Penalty: 4096.562988 Iteration 1F: 3 clusters Score -628975.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -629304.812500 Penalty: 4096.562988 Iteration 2F: 3 clusters Score -629304.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -629552.562500 Penalty: 4096.562988 Iteration 3F: 3 clusters Score -629552.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -629722.250000 Penalty: 4096.562988 Iteration 4F: 3 clusters Score -629722.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -629818.000000 Penalty: 4096.562988 Iteration 5Q: 3 clusters Score -629818 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -629880.562500 Penalty: 4096.562988 Iteration 6Q: 3 clusters Score -629880.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -629934.687500 Penalty: 4096.562988 Iteration 7Q: 3 clusters Score -629934.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -629980.312500 Penalty: 4096.562988 Iteration 8Q: 3 clusters Score -629980.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -630031.062500 Penalty: 4096.562988 Iteration 9Q: 3 clusters Score -630031.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -630093.437500 Penalty: 4096.562988 Iteration 10Q: 3 clusters Score -630093.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -630158.187500 Penalty: 4096.562988 Iteration 11Q: 3 clusters Score -630158.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -630298.000000 Penalty: 4096.562988 Iteration 12Q: 3 clusters Score -630298 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -630493.812500 Penalty: 4096.562988 Iteration 13Q: 3 clusters Score -630493.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -630646.500000 Penalty: 4096.562988 Iteration 14Q: 3 clusters Score -630646.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -630723.125000 Penalty: 4096.562988 Iteration 15Q: 3 clusters Score -630723.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -630765.562500 Penalty: 4096.562988 Iteration 16Q: 3 clusters Score -630765.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -630797.687500 Penalty: 4096.562988 Iteration 17Q: 3 clusters Score -630797.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -630814.687500 Penalty: 4096.562988 Iteration 18Q: 3 clusters Score -630814.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -630827.312500 Penalty: 4096.562988 Iteration 19Q: 3 clusters Score -630827.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -630840.000000 Penalty: 4096.562988 Iteration 20F: 3 clusters Score -630840 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -630850.000000 Penalty: 4096.562988 Iteration 21Q: 3 clusters Score -630850 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -630860.062500 Penalty: 4096.562988 Iteration 22Q: 3 clusters Score -630860.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -630863.687500 Penalty: 4096.562988 Iteration 23Q: 3 clusters Score -630863.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -630870.375000 Penalty: 4096.562988 Iteration 24Q: 3 clusters Score -630870.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -630874.312500 Penalty: 4096.562988 Iteration 25Q: 3 clusters Score -630874.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -630877.375000 Penalty: 4096.562988 Iteration 26Q: 3 clusters Score -630877.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -630878.437500 Penalty: 4096.562988 Iteration 27Q: 3 clusters Score -630878.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -630878.500000 Penalty: 4096.562988 Iteration 28Q: 3 clusters Score -630878.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -630879.937500 Penalty: 4096.562988 Iteration 29Q: 3 clusters Score -630879.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -630881.000000 Penalty: 4096.562988 Iteration 30Q: 3 clusters Score -630881 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -630881.875000 Penalty: 4096.562988 Iteration 31Q: 3 clusters Score -630881.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -630881.375000 Penalty: 4096.562988 Iteration 32Q: 3 clusters Score -630881.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -630883.062500 Penalty: 4096.562988 Iteration 33Q: 3 clusters Score -630883.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -630883.062500 Penalty: 4096.562988 Iteration 34F: 3 clusters Score -630883.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Entering Unmasked Estep Score: -27049.945312 Penalty: 1349.719604 Iteration 0F: 2 clusters Score -27049.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -26072.054688 Penalty: 2699.439209 Iteration 0F: 3 clusters Score -26072.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -26209.285156 Penalty: 2699.439209 Iteration 1F: 3 clusters Score -26209.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -26284.560547 Penalty: 2699.439209 Iteration 2F: 3 clusters Score -26284.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -26362.576172 Penalty: 2699.439209 Iteration 3Q: 3 clusters Score -26362.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -26399.748047 Penalty: 2699.439209 Iteration 4Q: 3 clusters Score -26399.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26403.734375 Penalty: 2699.439209 Iteration 5Q: 3 clusters Score -26403.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26403.734375 Penalty: 2699.439209 Iteration 6F: 3 clusters Score -26403.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21302 members Entering Unmasked Estep Score: -3626510.750000 Penalty: 2471.706055 Iteration 0F: 2 clusters Score -3626511 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -3611593.250000 Penalty: 4943.412109 Iteration 0F: 3 clusters Score -3611593 nChanged 9436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -3616593.250000 Penalty: 4943.412109 Iteration 1F: 3 clusters Score -3616593 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -3616970.500000 Penalty: 4943.412109 Iteration 2Q: 3 clusters Score -3616970 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -3617271.250000 Penalty: 4943.412109 Iteration 3Q: 3 clusters Score -3617271 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -3617557.250000 Penalty: 4943.412109 Iteration 4Q: 3 clusters Score -3617557 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -3617804.000000 Penalty: 4943.412109 Iteration 5Q: 3 clusters Score -3617804 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -3618049.500000 Penalty: 4943.412109 Iteration 6Q: 3 clusters Score -3618050 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -3618304.500000 Penalty: 4943.412109 Iteration 7Q: 3 clusters Score -3618304 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -3618532.250000 Penalty: 4943.412109 Iteration 8Q: 3 clusters Score -3618532 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -3618792.750000 Penalty: 4943.412109 Iteration 9Q: 3 clusters Score -3618793 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -3619074.500000 Penalty: 4943.412109 Iteration 10Q: 3 clusters Score -3619074 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -3619372.000000 Penalty: 4943.412109 Iteration 11Q: 3 clusters Score -3619372 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -3619671.500000 Penalty: 4943.412109 Iteration 12Q: 3 clusters Score -3619672 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11353 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -3620014.500000 Penalty: 4943.412109 Iteration 13Q: 3 clusters Score -3620014 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -3620318.500000 Penalty: 4943.412109 Iteration 14Q: 3 clusters Score -3620318 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -3620653.000000 Penalty: 4943.412109 Iteration 15Q: 3 clusters Score -3620653 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -3620982.000000 Penalty: 4943.412109 Iteration 16Q: 3 clusters Score -3620982 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -3621248.000000 Penalty: 4943.412109 Iteration 17Q: 3 clusters Score -3621248 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -3621421.500000 Penalty: 4943.412109 Iteration 18Q: 3 clusters Score -3621422 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -3621565.250000 Penalty: 4943.412109 Iteration 19Q: 3 clusters Score -3621565 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12498 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -3621651.750000 Penalty: 4943.412109 Iteration 20F: 3 clusters Score -3621652 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -3621732.500000 Penalty: 4943.412109 Iteration 21Q: 3 clusters Score -3621732 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -3621812.000000 Penalty: 4943.412109 Iteration 22Q: 3 clusters Score -3621812 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13123 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -3621863.750000 Penalty: 4943.412109 Iteration 23Q: 3 clusters Score -3621864 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -3621926.000000 Penalty: 4943.412109 Iteration 24Q: 3 clusters Score -3621926 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -3621984.250000 Penalty: 4943.412109 Iteration 25Q: 3 clusters Score -3621984 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -3622022.750000 Penalty: 4943.412109 Iteration 26Q: 3 clusters Score -3622023 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -3622074.000000 Penalty: 4943.412109 Iteration 27Q: 3 clusters Score -3622074 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -3622140.250000 Penalty: 4943.412109 Iteration 28Q: 3 clusters Score -3622140 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -3622174.500000 Penalty: 4943.412109 Iteration 29Q: 3 clusters Score -3622174 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -3622219.000000 Penalty: 4943.412109 Iteration 30Q: 3 clusters Score -3622219 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -3622245.750000 Penalty: 4943.412109 Iteration 31Q: 3 clusters Score -3622246 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -3622285.750000 Penalty: 4943.412109 Iteration 32Q: 3 clusters Score -3622286 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -3622328.750000 Penalty: 4943.412109 Iteration 33Q: 3 clusters Score -3622329 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -3622353.250000 Penalty: 4943.412109 Iteration 34Q: 3 clusters Score -3622353 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15307 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -3622412.250000 Penalty: 4943.412109 Iteration 35Q: 3 clusters Score -3622412 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -3622471.250000 Penalty: 4943.412109 Iteration 36Q: 3 clusters Score -3622471 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15696 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -3622516.250000 Penalty: 4943.412109 Iteration 37Q: 3 clusters Score -3622516 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -3622567.250000 Penalty: 4943.412109 Iteration 38Q: 3 clusters Score -3622567 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -3622634.000000 Penalty: 4943.412109 Iteration 39Q: 3 clusters Score -3622634 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -3622696.000000 Penalty: 4943.412109 Iteration 40F: 3 clusters Score -3622696 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -3622765.500000 Penalty: 4943.412109 Iteration 41Q: 3 clusters Score -3622766 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16693 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -3622824.000000 Penalty: 4943.412109 Iteration 42Q: 3 clusters Score -3622824 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16883 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -3622873.500000 Penalty: 4943.412109 Iteration 43Q: 3 clusters Score -3622874 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17083 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -3622946.250000 Penalty: 4943.412109 Iteration 44Q: 3 clusters Score -3622946 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -3623014.500000 Penalty: 4943.412109 Iteration 45Q: 3 clusters Score -3623014 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -3623062.250000 Penalty: 4943.412109 Iteration 46Q: 3 clusters Score -3623062 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -3623126.250000 Penalty: 4943.412109 Iteration 47Q: 3 clusters Score -3623126 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17793 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -3623170.750000 Penalty: 4943.412109 Iteration 48Q: 3 clusters Score -3623171 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -3623222.000000 Penalty: 4943.412109 Iteration 49Q: 3 clusters Score -3623222 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -3623267.750000 Penalty: 4943.412109 Iteration 50Q: 3 clusters Score -3623268 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18271 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -3623321.000000 Penalty: 4943.412109 Iteration 51Q: 3 clusters Score -3623321 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -3623387.250000 Penalty: 4943.412109 Iteration 52Q: 3 clusters Score -3623387 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18594 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -3623450.250000 Penalty: 4943.412109 Iteration 53Q: 3 clusters Score -3623450 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18763 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -3623505.000000 Penalty: 4943.412109 Iteration 54Q: 3 clusters Score -3623505 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -3623575.500000 Penalty: 4943.412109 Iteration 55Q: 3 clusters Score -3623576 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19073 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -3623633.500000 Penalty: 4943.412109 Iteration 56Q: 3 clusters Score -3623634 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19203 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -3623681.000000 Penalty: 4943.412109 Iteration 57Q: 3 clusters Score -3623681 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19333 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -3623741.000000 Penalty: 4943.412109 Iteration 58Q: 3 clusters Score -3623741 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19444 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -3623786.000000 Penalty: 4943.412109 Iteration 59Q: 3 clusters Score -3623786 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19554 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -3623828.250000 Penalty: 4943.412109 Iteration 60F: 3 clusters Score -3623828 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19660 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3623869.000000 Penalty: 4943.412109 Iteration 61Q: 3 clusters Score -3623869 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -3623925.500000 Penalty: 4943.412109 Iteration 62Q: 3 clusters Score -3623926 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3623962.000000 Penalty: 4943.412109 Iteration 63Q: 3 clusters Score -3623962 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19954 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -3623990.750000 Penalty: 4943.412109 Iteration 64Q: 3 clusters Score -3623991 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20037 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -3624016.000000 Penalty: 4943.412109 Iteration 65Q: 3 clusters Score -3624016 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20112 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3624061.750000 Penalty: 4943.412109 Iteration 66Q: 3 clusters Score -3624062 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20180 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3624095.750000 Penalty: 4943.412109 Iteration 67Q: 3 clusters Score -3624096 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20251 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -3624144.250000 Penalty: 4943.412109 Iteration 68Q: 3 clusters Score -3624144 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20325 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -3624190.250000 Penalty: 4943.412109 Iteration 69Q: 3 clusters Score -3624190 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -3624219.750000 Penalty: 4943.412109 Iteration 70Q: 3 clusters Score -3624220 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -3624239.750000 Penalty: 4943.412109 Iteration 71Q: 3 clusters Score -3624240 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20469 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -3624260.250000 Penalty: 4943.412109 Iteration 72Q: 3 clusters Score -3624260 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20501 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3624279.500000 Penalty: 4943.412109 Iteration 73Q: 3 clusters Score -3624280 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20524 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -3624287.500000 Penalty: 4943.412109 Iteration 74Q: 3 clusters Score -3624288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20547 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -3624302.250000 Penalty: 4943.412109 Iteration 75Q: 3 clusters Score -3624302 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20576 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -3624315.500000 Penalty: 4943.412109 Iteration 76Q: 3 clusters Score -3624316 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -3624325.750000 Penalty: 4943.412109 Iteration 77Q: 3 clusters Score -3624326 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -3624340.000000 Penalty: 4943.412109 Iteration 78Q: 3 clusters Score -3624340 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20624 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -3624338.750000 Penalty: 4943.412109 Iteration 79Q: 3 clusters Score -3624339 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -3624345.500000 Penalty: 4943.412109 Iteration 80F: 3 clusters Score -3624346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20642 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -3624352.000000 Penalty: 4943.412109 Iteration 81Q: 3 clusters Score -3624352 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20654 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -3624354.250000 Penalty: 4943.412109 Iteration 82Q: 3 clusters Score -3624354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20666 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -3624364.500000 Penalty: 4943.412109 Iteration 83Q: 3 clusters Score -3624364 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20676 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -3624377.250000 Penalty: 4943.412109 Iteration 84Q: 3 clusters Score -3624377 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20685 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -3624382.000000 Penalty: 4943.412109 Iteration 85Q: 3 clusters Score -3624382 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20694 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -3624394.500000 Penalty: 4943.412109 Iteration 86Q: 3 clusters Score -3624394 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20699 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -3624401.750000 Penalty: 4943.412109 Iteration 87Q: 3 clusters Score -3624402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20706 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -3624412.250000 Penalty: 4943.412109 Iteration 88Q: 3 clusters Score -3624412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3624414.500000 Penalty: 4943.412109 Iteration 89Q: 3 clusters Score -3624414 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20726 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -3624427.750000 Penalty: 4943.412109 Iteration 90Q: 3 clusters Score -3624428 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20733 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -3624439.750000 Penalty: 4943.412109 Iteration 91Q: 3 clusters Score -3624440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20737 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -3624440.000000 Penalty: 4943.412109 Iteration 92Q: 3 clusters Score -3624440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20739 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -3624446.500000 Penalty: 4943.412109 Iteration 93Q: 3 clusters Score -3624446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20740 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3624448.000000 Penalty: 4943.412109 Iteration 94Q: 3 clusters Score -3624448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20740 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3624448.000000 Penalty: 4943.412109 Iteration 95F: 3 clusters Score -3624448 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Entering Unmasked Estep Score: -891608.812500 Penalty: 2129.413818 Iteration 0F: 2 clusters Score -891608.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -886830.312500 Penalty: 4258.827637 Iteration 0F: 3 clusters Score -886830.3 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -888002.375000 Penalty: 4258.827637 Iteration 1F: 3 clusters Score -888002.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -888374.000000 Penalty: 4258.827637 Iteration 2F: 3 clusters Score -888374 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -888734.062500 Penalty: 4258.827637 Iteration 3F: 3 clusters Score -888734.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -889003.625000 Penalty: 4258.827637 Iteration 4F: 3 clusters Score -889003.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -889227.500000 Penalty: 4258.827637 Iteration 5F: 3 clusters Score -889227.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -889432.750000 Penalty: 4258.827637 Iteration 6F: 3 clusters Score -889432.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -889557.312500 Penalty: 4258.827637 Iteration 7Q: 3 clusters Score -889557.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -889653.750000 Penalty: 4258.827637 Iteration 8Q: 3 clusters Score -889653.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -889720.500000 Penalty: 4258.827637 Iteration 9Q: 3 clusters Score -889720.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -889773.875000 Penalty: 4258.827637 Iteration 10Q: 3 clusters Score -889773.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -889821.625000 Penalty: 4258.827637 Iteration 11Q: 3 clusters Score -889821.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -889863.500000 Penalty: 4258.827637 Iteration 12Q: 3 clusters Score -889863.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -889887.562500 Penalty: 4258.827637 Iteration 13Q: 3 clusters Score -889887.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -889908.937500 Penalty: 4258.827637 Iteration 14Q: 3 clusters Score -889908.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -889917.500000 Penalty: 4258.827637 Iteration 15Q: 3 clusters Score -889917.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -889927.062500 Penalty: 4258.827637 Iteration 16Q: 3 clusters Score -889927.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -889933.562500 Penalty: 4258.827637 Iteration 17Q: 3 clusters Score -889933.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -889940.500000 Penalty: 4258.827637 Iteration 18Q: 3 clusters Score -889940.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -889947.812500 Penalty: 4258.827637 Iteration 19Q: 3 clusters Score -889947.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -889952.312500 Penalty: 4258.827637 Iteration 20F: 3 clusters Score -889952.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -889956.312500 Penalty: 4258.827637 Iteration 21Q: 3 clusters Score -889956.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -889959.875000 Penalty: 4258.827637 Iteration 22Q: 3 clusters Score -889959.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -889959.312500 Penalty: 4258.827637 Iteration 23Q: 3 clusters Score -889959.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -889960.062500 Penalty: 4258.827637 Iteration 24Q: 3 clusters Score -889960.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -889961.500000 Penalty: 4258.827637 Iteration 25Q: 3 clusters Score -889961.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -889960.187500 Penalty: 4258.827637 Iteration 26Q: 3 clusters Score -889960.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -889961.562500 Penalty: 4258.827637 Iteration 27Q: 3 clusters Score -889961.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -889962.000000 Penalty: 4258.827637 Iteration 28Q: 3 clusters Score -889962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -889964.187500 Penalty: 4258.827637 Iteration 29Q: 3 clusters Score -889964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -889962.437500 Penalty: 4258.827637 Iteration 30Q: 3 clusters Score -889962.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -889966.937500 Penalty: 4258.827637 Iteration 31Q: 3 clusters Score -889966.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -889968.125000 Penalty: 4258.827637 Iteration 32Q: 3 clusters Score -889968.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -889968.062500 Penalty: 4258.827637 Iteration 33Q: 3 clusters Score -889968.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -889967.000000 Penalty: 4258.827637 Iteration 34Q: 3 clusters Score -889967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -889967.125000 Penalty: 4258.827637 Iteration 35Q: 3 clusters Score -889967.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -889966.375000 Penalty: 4258.827637 Iteration 36Q: 3 clusters Score -889966.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -889969.000000 Penalty: 4258.827637 Iteration 37Q: 3 clusters Score -889969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -889969.375000 Penalty: 4258.827637 Iteration 38Q: 3 clusters Score -889969.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -889970.250000 Penalty: 4258.827637 Iteration 39Q: 3 clusters Score -889970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -889969.187500 Penalty: 4258.827637 Iteration 40F: 3 clusters Score -889969.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -121416.578125 Penalty: 1651.822632 Iteration 0F: 2 clusters Score -121416.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -119689.734375 Penalty: 3303.645264 Iteration 0F: 3 clusters Score -119689.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -119911.593750 Penalty: 3303.645264 Iteration 1F: 3 clusters Score -119911.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -119985.578125 Penalty: 3303.645264 Iteration 2F: 3 clusters Score -119985.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -120040.632812 Penalty: 3303.645264 Iteration 3Q: 3 clusters Score -120040.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -120079.234375 Penalty: 3303.645264 Iteration 4Q: 3 clusters Score -120079.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -120120.968750 Penalty: 3303.645264 Iteration 5Q: 3 clusters Score -120121 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -120160.398438 Penalty: 3303.645264 Iteration 6Q: 3 clusters Score -120160.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -120193.945312 Penalty: 3303.645264 Iteration 7Q: 3 clusters Score -120193.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -120220.140625 Penalty: 3303.645264 Iteration 8Q: 3 clusters Score -120220.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -120230.062500 Penalty: 3303.645264 Iteration 9Q: 3 clusters Score -120230.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -120244.609375 Penalty: 3303.645264 Iteration 10Q: 3 clusters Score -120244.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -120257.882812 Penalty: 3303.645264 Iteration 11Q: 3 clusters Score -120257.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -120271.539062 Penalty: 3303.645264 Iteration 12Q: 3 clusters Score -120271.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -120274.757812 Penalty: 3303.645264 Iteration 13Q: 3 clusters Score -120274.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -120280.414062 Penalty: 3303.645264 Iteration 14Q: 3 clusters Score -120280.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -120282.953125 Penalty: 3303.645264 Iteration 15Q: 3 clusters Score -120283 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -120285.445312 Penalty: 3303.645264 Iteration 16Q: 3 clusters Score -120285.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -120287.039062 Penalty: 3303.645264 Iteration 17Q: 3 clusters Score -120287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -120287.835938 Penalty: 3303.645264 Iteration 18Q: 3 clusters Score -120287.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -120289.828125 Penalty: 3303.645264 Iteration 19Q: 3 clusters Score -120289.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -120293.953125 Penalty: 3303.645264 Iteration 20F: 3 clusters Score -120294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -120299.890625 Penalty: 3303.645264 Iteration 21Q: 3 clusters Score -120299.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -120311.390625 Penalty: 3303.645264 Iteration 22Q: 3 clusters Score -120311.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -120343.148438 Penalty: 3303.645264 Iteration 23Q: 3 clusters Score -120343.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -120385.421875 Penalty: 3303.645264 Iteration 24Q: 3 clusters Score -120385.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -120420.250000 Penalty: 3303.645264 Iteration 25Q: 3 clusters Score -120420.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -120445.265625 Penalty: 3303.645264 Iteration 26Q: 3 clusters Score -120445.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -120481.625000 Penalty: 3303.645264 Iteration 27Q: 3 clusters Score -120481.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -120535.601562 Penalty: 3303.645264 Iteration 28Q: 3 clusters Score -120535.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -120633.828125 Penalty: 3303.645264 Iteration 29Q: 3 clusters Score -120633.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -120797.015625 Penalty: 3303.645264 Iteration 30Q: 3 clusters Score -120797 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -120922.000000 Penalty: 3303.645264 Iteration 31Q: 3 clusters Score -120922 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -121079.078125 Penalty: 3303.645264 Iteration 32Q: 3 clusters Score -121079.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -121305.687500 Penalty: 3303.645264 Iteration 33Q: 3 clusters Score -121305.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -121511.546875 Penalty: 3303.645264 Iteration 34Q: 3 clusters Score -121511.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -121687.648438 Penalty: 3303.645264 Iteration 35Q: 3 clusters Score -121687.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -121847.765625 Penalty: 3303.645264 Iteration 36Q: 3 clusters Score -121847.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -121852.296875 Penalty: 3303.645264 Iteration 37Q: 3 clusters Score -121852.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -121852.296875 Penalty: 3303.645264 Iteration 38F: 3 clusters Score -121852.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 409 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 372 members Entering Unmasked Estep Score: -106726392.000000 Penalty: 109634.609375 Splitting cluster 21 changes total score from -106727576.000000 to -106726392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (39926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39926 members Entering Unmasked Estep Score: -6604143.000000 Penalty: 2627.506104 Iteration 0F: 2 clusters Score -6604143 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20116 members Mstep: Class 2 contains 19810 members Entering Unmasked Estep Score: -6576964.500000 Penalty: 5255.012207 Iteration 0F: 3 clusters Score -6576964 nChanged 18311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 18611 members Entering Unmasked Estep Score: -6587041.500000 Penalty: 5255.012207 Iteration 1F: 3 clusters Score -6587042 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 17776 members Entering Unmasked Estep Score: -6587626.000000 Penalty: 5255.012207 Iteration 2Q: 3 clusters Score -6587626 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -6588411.500000 Penalty: 5255.012207 Iteration 3Q: 3 clusters Score -6588412 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 14750 members Entering Unmasked Estep Score: -6589546.500000 Penalty: 5255.012207 Iteration 4F: 3 clusters Score -6589546 nChanged 2561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27419 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -6591130.500000 Penalty: 5255.012207 Iteration 5F: 3 clusters Score -6591130 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30045 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -6593156.500000 Penalty: 5255.012207 Iteration 6F: 3 clusters Score -6593156 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32758 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -6595453.500000 Penalty: 5255.012207 Iteration 7F: 3 clusters Score -6595454 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35255 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -6597773.000000 Penalty: 5255.012207 Iteration 8F: 3 clusters Score -6597773 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37199 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -6599629.000000 Penalty: 5255.012207 Iteration 9Q: 3 clusters Score -6599629 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38433 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -6600808.000000 Penalty: 5255.012207 Iteration 10Q: 3 clusters Score -6600808 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39018 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -6601365.000000 Penalty: 5255.012207 Iteration 11Q: 3 clusters Score -6601365 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39280 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -6601615.000000 Penalty: 5255.012207 Iteration 12Q: 3 clusters Score -6601615 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39396 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -6601742.000000 Penalty: 5255.012207 Iteration 13Q: 3 clusters Score -6601742 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39447 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -6601807.000000 Penalty: 5255.012207 Iteration 14Q: 3 clusters Score -6601807 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39480 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -6601848.500000 Penalty: 5255.012207 Iteration 15Q: 3 clusters Score -6601848 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39504 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -6601859.500000 Penalty: 5255.012207 Iteration 16Q: 3 clusters Score -6601860 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39516 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -6601856.000000 Penalty: 5255.012207 Iteration 17Q: 3 clusters Score -6601856 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39525 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -6601872.500000 Penalty: 5255.012207 Iteration 18Q: 3 clusters Score -6601872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39531 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6601881.000000 Penalty: 5255.012207 Iteration 19Q: 3 clusters Score -6601881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39538 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -6601886.000000 Penalty: 5255.012207 Iteration 20F: 3 clusters Score -6601886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39543 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -6601893.500000 Penalty: 5255.012207 Iteration 21Q: 3 clusters Score -6601894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39549 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -6601893.500000 Penalty: 5255.012207 Iteration 22Q: 3 clusters Score -6601894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39552 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -6601897.000000 Penalty: 5255.012207 Iteration 23Q: 3 clusters Score -6601897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39553 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -6601891.000000 Penalty: 5255.012207 Iteration 24Q: 3 clusters Score -6601891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39553 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -6601891.000000 Penalty: 5255.012207 Iteration 25F: 3 clusters Score -6601891 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Entering Unmasked Estep Score: -429617.562500 Penalty: 1975.627441 Iteration 0F: 2 clusters Score -429617.6 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 1458 members Entering Unmasked Estep Score: -426437.468750 Penalty: 3951.254883 Iteration 0F: 3 clusters Score -426437.5 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -427124.750000 Penalty: 3951.254883 Iteration 1F: 3 clusters Score -427124.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -427376.500000 Penalty: 3951.254883 Iteration 2F: 3 clusters Score -427376.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -427577.406250 Penalty: 3951.254883 Iteration 3F: 3 clusters Score -427577.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -427733.812500 Penalty: 3951.254883 Iteration 4F: 3 clusters Score -427733.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -427902.093750 Penalty: 3951.254883 Iteration 5Q: 3 clusters Score -427902.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -428037.187500 Penalty: 3951.254883 Iteration 6Q: 3 clusters Score -428037.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -428147.062500 Penalty: 3951.254883 Iteration 7Q: 3 clusters Score -428147.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -428213.531250 Penalty: 3951.254883 Iteration 8Q: 3 clusters Score -428213.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -428271.562500 Penalty: 3951.254883 Iteration 9Q: 3 clusters Score -428271.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -428322.656250 Penalty: 3951.254883 Iteration 10Q: 3 clusters Score -428322.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -428381.125000 Penalty: 3951.254883 Iteration 11Q: 3 clusters Score -428381.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -428425.312500 Penalty: 3951.254883 Iteration 12Q: 3 clusters Score -428425.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -428465.531250 Penalty: 3951.254883 Iteration 13Q: 3 clusters Score -428465.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -428495.218750 Penalty: 3951.254883 Iteration 14Q: 3 clusters Score -428495.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -428511.437500 Penalty: 3951.254883 Iteration 15Q: 3 clusters Score -428511.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -428527.187500 Penalty: 3951.254883 Iteration 16Q: 3 clusters Score -428527.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -428544.000000 Penalty: 3951.254883 Iteration 17Q: 3 clusters Score -428544 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -428560.812500 Penalty: 3951.254883 Iteration 18Q: 3 clusters Score -428560.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -428569.468750 Penalty: 3951.254883 Iteration 19Q: 3 clusters Score -428569.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -428577.593750 Penalty: 3951.254883 Iteration 20F: 3 clusters Score -428577.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -428581.218750 Penalty: 3951.254883 Iteration 21Q: 3 clusters Score -428581.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -428588.875000 Penalty: 3951.254883 Iteration 22Q: 3 clusters Score -428588.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -428592.656250 Penalty: 3951.254883 Iteration 23Q: 3 clusters Score -428592.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -428595.468750 Penalty: 3951.254883 Iteration 24Q: 3 clusters Score -428595.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -428596.562500 Penalty: 3951.254883 Iteration 25Q: 3 clusters Score -428596.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -428596.281250 Penalty: 3951.254883 Iteration 26Q: 3 clusters Score -428596.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -428596.281250 Penalty: 3951.254883 Iteration 27F: 3 clusters Score -428596.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Entering Unmasked Estep Score: -170295.421875 Penalty: 1747.784302 Iteration 0F: 2 clusters Score -170295.4 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 589 members Entering Unmasked Estep Score: -168254.031250 Penalty: 3495.568604 Iteration 0F: 3 clusters Score -168254 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -168616.500000 Penalty: 3495.568604 Iteration 1F: 3 clusters Score -168616.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -168735.828125 Penalty: 3495.568604 Iteration 2F: 3 clusters Score -168735.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -168810.062500 Penalty: 3495.568604 Iteration 3Q: 3 clusters Score -168810.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -168869.843750 Penalty: 3495.568604 Iteration 4Q: 3 clusters Score -168869.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -168955.406250 Penalty: 3495.568604 Iteration 5Q: 3 clusters Score -168955.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -169069.578125 Penalty: 3495.568604 Iteration 6Q: 3 clusters Score -169069.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -169213.359375 Penalty: 3495.568604 Iteration 7Q: 3 clusters Score -169213.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -169339.062500 Penalty: 3495.568604 Iteration 8F: 3 clusters Score -169339.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -169452.031250 Penalty: 3495.568604 Iteration 9Q: 3 clusters Score -169452 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -169556.953125 Penalty: 3495.568604 Iteration 10Q: 3 clusters Score -169557 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -169625.281250 Penalty: 3495.568604 Iteration 11Q: 3 clusters Score -169625.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -169675.046875 Penalty: 3495.568604 Iteration 12Q: 3 clusters Score -169675 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -169702.484375 Penalty: 3495.568604 Iteration 13Q: 3 clusters Score -169702.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -169721.953125 Penalty: 3495.568604 Iteration 14Q: 3 clusters Score -169722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -169745.265625 Penalty: 3495.568604 Iteration 15Q: 3 clusters Score -169745.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -169766.140625 Penalty: 3495.568604 Iteration 16Q: 3 clusters Score -169766.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -169790.093750 Penalty: 3495.568604 Iteration 17Q: 3 clusters Score -169790.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -169818.656250 Penalty: 3495.568604 Iteration 18Q: 3 clusters Score -169818.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -169841.875000 Penalty: 3495.568604 Iteration 19Q: 3 clusters Score -169841.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -169856.546875 Penalty: 3495.568604 Iteration 20F: 3 clusters Score -169856.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -169864.328125 Penalty: 3495.568604 Iteration 21Q: 3 clusters Score -169864.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -169872.640625 Penalty: 3495.568604 Iteration 22Q: 3 clusters Score -169872.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -169885.328125 Penalty: 3495.568604 Iteration 23Q: 3 clusters Score -169885.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -169893.734375 Penalty: 3495.568604 Iteration 24Q: 3 clusters Score -169893.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -169900.187500 Penalty: 3495.568604 Iteration 25Q: 3 clusters Score -169900.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -169901.609375 Penalty: 3495.568604 Iteration 26Q: 3 clusters Score -169901.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -169902.203125 Penalty: 3495.568604 Iteration 27Q: 3 clusters Score -169902.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -169902.203125 Penalty: 3495.568604 Iteration 28F: 3 clusters Score -169902.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (20602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20602 members Entering Unmasked Estep Score: -3445629.000000 Penalty: 2463.419678 Iteration 0F: 2 clusters Score -3445629 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -3431179.250000 Penalty: 4926.839355 Iteration 0F: 3 clusters Score -3431179 nChanged 9092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -3435978.500000 Penalty: 4926.839355 Iteration 1F: 3 clusters Score -3435978 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 10908 members Entering Unmasked Estep Score: -3436389.000000 Penalty: 4926.839355 Iteration 2F: 3 clusters Score -3436389 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -3436762.750000 Penalty: 4926.839355 Iteration 3Q: 3 clusters Score -3436763 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -3437140.000000 Penalty: 4926.839355 Iteration 4Q: 3 clusters Score -3437140 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -3437576.000000 Penalty: 4926.839355 Iteration 5Q: 3 clusters Score -3437576 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -3438080.500000 Penalty: 4926.839355 Iteration 6F: 3 clusters Score -3438080 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -3438710.500000 Penalty: 4926.839355 Iteration 7F: 3 clusters Score -3438710 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -3439424.500000 Penalty: 4926.839355 Iteration 8F: 3 clusters Score -3439424 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 15759 members Entering Unmasked Estep Score: -3440134.250000 Penalty: 4926.839355 Iteration 9F: 3 clusters Score -3440134 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -3440841.250000 Penalty: 4926.839355 Iteration 10Q: 3 clusters Score -3440841 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -3441479.750000 Penalty: 4926.839355 Iteration 11Q: 3 clusters Score -3441480 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 18246 members Entering Unmasked Estep Score: -3442009.250000 Penalty: 4926.839355 Iteration 12Q: 3 clusters Score -3442009 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -3442410.000000 Penalty: 4926.839355 Iteration 13Q: 3 clusters Score -3442410 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -3442704.250000 Penalty: 4926.839355 Iteration 14Q: 3 clusters Score -3442704 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -3442899.000000 Penalty: 4926.839355 Iteration 15Q: 3 clusters Score -3442899 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -3443041.250000 Penalty: 4926.839355 Iteration 16Q: 3 clusters Score -3443041 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 19764 members Entering Unmasked Estep Score: -3443154.000000 Penalty: 4926.839355 Iteration 17Q: 3 clusters Score -3443154 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 19868 members Entering Unmasked Estep Score: -3443239.250000 Penalty: 4926.839355 Iteration 18Q: 3 clusters Score -3443239 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -3443290.250000 Penalty: 4926.839355 Iteration 19Q: 3 clusters Score -3443290 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 19976 members Entering Unmasked Estep Score: -3443347.000000 Penalty: 4926.839355 Iteration 20F: 3 clusters Score -3443347 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -3443388.750000 Penalty: 4926.839355 Iteration 21Q: 3 clusters Score -3443389 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 20060 members Entering Unmasked Estep Score: -3443428.750000 Penalty: 4926.839355 Iteration 22Q: 3 clusters Score -3443429 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -3443454.750000 Penalty: 4926.839355 Iteration 23Q: 3 clusters Score -3443455 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 20098 members Entering Unmasked Estep Score: -3443466.250000 Penalty: 4926.839355 Iteration 24Q: 3 clusters Score -3443466 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 20110 members Entering Unmasked Estep Score: -3443476.000000 Penalty: 4926.839355 Iteration 25Q: 3 clusters Score -3443476 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -3443481.750000 Penalty: 4926.839355 Iteration 26Q: 3 clusters Score -3443482 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -3443493.750000 Penalty: 4926.839355 Iteration 27Q: 3 clusters Score -3443494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 20131 members Entering Unmasked Estep Score: -3443498.250000 Penalty: 4926.839355 Iteration 28Q: 3 clusters Score -3443498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 20134 members Entering Unmasked Estep Score: -3443502.250000 Penalty: 4926.839355 Iteration 29Q: 3 clusters Score -3443502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 20138 members Entering Unmasked Estep Score: -3443506.500000 Penalty: 4926.839355 Iteration 30Q: 3 clusters Score -3443506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 20143 members Entering Unmasked Estep Score: -3443511.250000 Penalty: 4926.839355 Iteration 31Q: 3 clusters Score -3443511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 20148 members Entering Unmasked Estep Score: -3443515.750000 Penalty: 4926.839355 Iteration 32Q: 3 clusters Score -3443516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 20152 members Entering Unmasked Estep Score: -3443520.250000 Penalty: 4926.839355 Iteration 33Q: 3 clusters Score -3443520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -3443522.000000 Penalty: 4926.839355 Iteration 34Q: 3 clusters Score -3443522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -3443522.000000 Penalty: 4926.839355 Iteration 35F: 3 clusters Score -3443522 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28777 members Entering Unmasked Estep Score: -4781015.500000 Penalty: 2546.298340 Iteration 0F: 2 clusters Score -4781016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14353 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -4761298.000000 Penalty: 5092.596680 Iteration 0F: 3 clusters Score -4761298 nChanged 12981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 14755 members Entering Unmasked Estep Score: -4768369.000000 Penalty: 5092.596680 Iteration 1F: 3 clusters Score -4768369 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -4768882.000000 Penalty: 5092.596680 Iteration 2F: 3 clusters Score -4768882 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13427 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -4769393.000000 Penalty: 5092.596680 Iteration 3Q: 3 clusters Score -4769393 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 15868 members Entering Unmasked Estep Score: -4769965.000000 Penalty: 5092.596680 Iteration 4Q: 3 clusters Score -4769965 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -4770525.500000 Penalty: 5092.596680 Iteration 5Q: 3 clusters Score -4770526 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -4771226.500000 Penalty: 5092.596680 Iteration 6Q: 3 clusters Score -4771226 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 18455 members Entering Unmasked Estep Score: -4771928.000000 Penalty: 5092.596680 Iteration 7F: 3 clusters Score -4771928 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -4772774.000000 Penalty: 5092.596680 Iteration 8F: 3 clusters Score -4772774 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -4773715.000000 Penalty: 5092.596680 Iteration 9F: 3 clusters Score -4773715 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 22186 members Entering Unmasked Estep Score: -4774778.500000 Penalty: 5092.596680 Iteration 10Q: 3 clusters Score -4774778 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 23316 members Entering Unmasked Estep Score: -4775717.000000 Penalty: 5092.596680 Iteration 11Q: 3 clusters Score -4775717 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 24249 members Entering Unmasked Estep Score: -4776535.500000 Penalty: 5092.596680 Iteration 12Q: 3 clusters Score -4776536 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 24917 members Entering Unmasked Estep Score: -4777125.500000 Penalty: 5092.596680 Iteration 13Q: 3 clusters Score -4777126 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 25421 members Entering Unmasked Estep Score: -4777554.000000 Penalty: 5092.596680 Iteration 14Q: 3 clusters Score -4777554 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 25798 members Entering Unmasked Estep Score: -4777831.000000 Penalty: 5092.596680 Iteration 15Q: 3 clusters Score -4777831 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 26110 members Entering Unmasked Estep Score: -4778041.500000 Penalty: 5092.596680 Iteration 16Q: 3 clusters Score -4778042 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 26369 members Entering Unmasked Estep Score: -4778190.500000 Penalty: 5092.596680 Iteration 17Q: 3 clusters Score -4778190 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 26573 members Entering Unmasked Estep Score: -4778311.000000 Penalty: 5092.596680 Iteration 18Q: 3 clusters Score -4778311 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 26739 members Entering Unmasked Estep Score: -4778412.500000 Penalty: 5092.596680 Iteration 19Q: 3 clusters Score -4778412 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 26881 members Entering Unmasked Estep Score: -4778507.000000 Penalty: 5092.596680 Iteration 20F: 3 clusters Score -4778507 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 26998 members Entering Unmasked Estep Score: -4778556.000000 Penalty: 5092.596680 Iteration 21Q: 3 clusters Score -4778556 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -4778628.000000 Penalty: 5092.596680 Iteration 22Q: 3 clusters Score -4778628 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -4778677.500000 Penalty: 5092.596680 Iteration 23Q: 3 clusters Score -4778678 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 27279 members Entering Unmasked Estep Score: -4778719.000000 Penalty: 5092.596680 Iteration 24Q: 3 clusters Score -4778719 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 27345 members Entering Unmasked Estep Score: -4778740.000000 Penalty: 5092.596680 Iteration 25Q: 3 clusters Score -4778740 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 27402 members Entering Unmasked Estep Score: -4778760.500000 Penalty: 5092.596680 Iteration 26Q: 3 clusters Score -4778760 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 27449 members Entering Unmasked Estep Score: -4778785.000000 Penalty: 5092.596680 Iteration 27Q: 3 clusters Score -4778785 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 27491 members Entering Unmasked Estep Score: -4778798.000000 Penalty: 5092.596680 Iteration 28Q: 3 clusters Score -4778798 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 27520 members Entering Unmasked Estep Score: -4778804.000000 Penalty: 5092.596680 Iteration 29Q: 3 clusters Score -4778804 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 27537 members Entering Unmasked Estep Score: -4778809.500000 Penalty: 5092.596680 Iteration 30Q: 3 clusters Score -4778810 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 27555 members Entering Unmasked Estep Score: -4778820.000000 Penalty: 5092.596680 Iteration 31Q: 3 clusters Score -4778820 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 27574 members Entering Unmasked Estep Score: -4778829.000000 Penalty: 5092.596680 Iteration 32Q: 3 clusters Score -4778829 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 27589 members Entering Unmasked Estep Score: -4778828.500000 Penalty: 5092.596680 Iteration 33Q: 3 clusters Score -4778828 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 27602 members Entering Unmasked Estep Score: -4778834.000000 Penalty: 5092.596680 Iteration 34Q: 3 clusters Score -4778834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 27615 members Entering Unmasked Estep Score: -4778838.000000 Penalty: 5092.596680 Iteration 35Q: 3 clusters Score -4778838 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 27626 members Entering Unmasked Estep Score: -4778841.500000 Penalty: 5092.596680 Iteration 36Q: 3 clusters Score -4778842 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 27635 members Entering Unmasked Estep Score: -4778844.000000 Penalty: 5092.596680 Iteration 37Q: 3 clusters Score -4778844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 27647 members Entering Unmasked Estep Score: -4778846.000000 Penalty: 5092.596680 Iteration 38Q: 3 clusters Score -4778846 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 27656 members Entering Unmasked Estep Score: -4778857.000000 Penalty: 5092.596680 Iteration 39Q: 3 clusters Score -4778857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 27660 members Entering Unmasked Estep Score: -4778860.000000 Penalty: 5092.596680 Iteration 40F: 3 clusters Score -4778860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 27664 members Entering Unmasked Estep Score: -4778854.500000 Penalty: 5092.596680 Iteration 41Q: 3 clusters Score -4778854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 27670 members Entering Unmasked Estep Score: -4778854.000000 Penalty: 5092.596680 Iteration 42Q: 3 clusters Score -4778854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 27675 members Entering Unmasked Estep Score: -4778853.500000 Penalty: 5092.596680 Iteration 43Q: 3 clusters Score -4778854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27677 members Entering Unmasked Estep Score: -4778854.500000 Penalty: 5092.596680 Iteration 44Q: 3 clusters Score -4778854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27677 members Entering Unmasked Estep Score: -4778854.500000 Penalty: 5092.596680 Iteration 45F: 3 clusters Score -4778854 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Entering Unmasked Estep Score: -2081235.375000 Penalty: 2341.243896 Iteration 0F: 2 clusters Score -2081235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -2071876.625000 Penalty: 4682.487793 Iteration 0F: 3 clusters Score -2071877 nChanged 5410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -2074859.250000 Penalty: 4682.487793 Iteration 1F: 3 clusters Score -2074859 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -2075221.625000 Penalty: 4682.487793 Iteration 2F: 3 clusters Score -2075222 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -2075460.000000 Penalty: 4682.487793 Iteration 3Q: 3 clusters Score -2075460 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -2075651.125000 Penalty: 4682.487793 Iteration 4Q: 3 clusters Score -2075651 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -2075873.125000 Penalty: 4682.487793 Iteration 5Q: 3 clusters Score -2075873 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -2076163.375000 Penalty: 4682.487793 Iteration 6Q: 3 clusters Score -2076163 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -2076699.250000 Penalty: 4682.487793 Iteration 7Q: 3 clusters Score -2076699 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -2077474.000000 Penalty: 4682.487793 Iteration 8F: 3 clusters Score -2077474 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2078330.375000 Penalty: 4682.487793 Iteration 9F: 3 clusters Score -2078330 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -2078997.625000 Penalty: 4682.487793 Iteration 10F: 3 clusters Score -2078998 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -2079373.625000 Penalty: 4682.487793 Iteration 11Q: 3 clusters Score -2079374 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -2079579.750000 Penalty: 4682.487793 Iteration 12Q: 3 clusters Score -2079580 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -2079704.250000 Penalty: 4682.487793 Iteration 13Q: 3 clusters Score -2079704 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -2079771.625000 Penalty: 4682.487793 Iteration 14Q: 3 clusters Score -2079772 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -2079819.500000 Penalty: 4682.487793 Iteration 15Q: 3 clusters Score -2079820 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -2079853.875000 Penalty: 4682.487793 Iteration 16Q: 3 clusters Score -2079854 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -2079877.375000 Penalty: 4682.487793 Iteration 17Q: 3 clusters Score -2079877 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -2079886.000000 Penalty: 4682.487793 Iteration 18Q: 3 clusters Score -2079886 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -2079897.625000 Penalty: 4682.487793 Iteration 19Q: 3 clusters Score -2079898 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -2079906.000000 Penalty: 4682.487793 Iteration 20F: 3 clusters Score -2079906 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -2079912.125000 Penalty: 4682.487793 Iteration 21Q: 3 clusters Score -2079912 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -2079917.250000 Penalty: 4682.487793 Iteration 22Q: 3 clusters Score -2079917 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -2079918.000000 Penalty: 4682.487793 Iteration 23Q: 3 clusters Score -2079918 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -2079929.125000 Penalty: 4682.487793 Iteration 24Q: 3 clusters Score -2079929 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -2079933.250000 Penalty: 4682.487793 Iteration 25Q: 3 clusters Score -2079933 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -2079931.500000 Penalty: 4682.487793 Iteration 26Q: 3 clusters Score -2079932 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -2079932.750000 Penalty: 4682.487793 Iteration 27Q: 3 clusters Score -2079933 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -2079935.500000 Penalty: 4682.487793 Iteration 28Q: 3 clusters Score -2079936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -2079936.875000 Penalty: 4682.487793 Iteration 29Q: 3 clusters Score -2079937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -2079934.625000 Penalty: 4682.487793 Iteration 30Q: 3 clusters Score -2079935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -2079937.000000 Penalty: 4682.487793 Iteration 31Q: 3 clusters Score -2079937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -2079936.125000 Penalty: 4682.487793 Iteration 32Q: 3 clusters Score -2079936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -2079937.000000 Penalty: 4682.487793 Iteration 33Q: 3 clusters Score -2079937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -2079935.250000 Penalty: 4682.487793 Iteration 34Q: 3 clusters Score -2079935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -2079936.875000 Penalty: 4682.487793 Iteration 35Q: 3 clusters Score -2079937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -2079936.875000 Penalty: 4682.487793 Iteration 36F: 3 clusters Score -2079937 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -21019.658203 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -21019.66 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 138 members Entering Unmasked Estep Score: -19951.855469 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -19951.86 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20482.992188 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -20482.99 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -20755.031250 Penalty: 2829.076172 Iteration 2F: 3 clusters Score -20755.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -20847.375000 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -20847.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -20952.142578 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -20952.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -21039.634766 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -21039.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -21102.119141 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -21102.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -21169.970703 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -21169.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -21299.470703 Penalty: 2829.076172 Iteration 8Q: 3 clusters Score -21299.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21345.470703 Penalty: 2829.076172 Iteration 9Q: 3 clusters Score -21345.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -21366.365234 Penalty: 2829.076172 Iteration 10Q: 3 clusters Score -21366.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21373.208984 Penalty: 2829.076172 Iteration 11Q: 3 clusters Score -21373.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -21387.554688 Penalty: 2829.076172 Iteration 12Q: 3 clusters Score -21387.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21398.378906 Penalty: 2829.076172 Iteration 13Q: 3 clusters Score -21398.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21427.222656 Penalty: 2829.076172 Iteration 14F: 3 clusters Score -21427.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21538.964844 Penalty: 2829.076172 Iteration 15Q: 3 clusters Score -21538.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -21675.572266 Penalty: 2829.076172 Iteration 16Q: 3 clusters Score -21675.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21719.417969 Penalty: 2829.076172 Iteration 17Q: 3 clusters Score -21719.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -21730.472656 Penalty: 2829.076172 Iteration 18Q: 3 clusters Score -21730.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -21741.261719 Penalty: 2829.076172 Iteration 19Q: 3 clusters Score -21741.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -21747.921875 Penalty: 2829.076172 Iteration 20F: 3 clusters Score -21747.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 119 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 840 members Mstep: Class 33 contains 181 members Entering Unmasked Estep Score: -106726376.000000 Penalty: 109634.609375 Splitting cluster 28 changes total score from -106727576.000000 to -106726376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (67438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67438 members Entering Unmasked Estep Score: -11223832.000000 Penalty: 2757.503174 Iteration 0F: 2 clusters Score -1.122383e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33694 members Mstep: Class 2 contains 33744 members Entering Unmasked Estep Score: -11178503.000000 Penalty: 5515.006348 Iteration 0F: 3 clusters Score -1.11785e+07 nChanged 31577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34667 members Mstep: Class 2 contains 32771 members Entering Unmasked Estep Score: -11196650.000000 Penalty: 5515.006348 Iteration 1F: 3 clusters Score -1.119665e+07 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35273 members Mstep: Class 2 contains 32165 members Entering Unmasked Estep Score: -11197680.000000 Penalty: 5515.006348 Iteration 2Q: 3 clusters Score -1.119768e+07 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36197 members Mstep: Class 2 contains 31241 members Entering Unmasked Estep Score: -11198998.000000 Penalty: 5515.006348 Iteration 3Q: 3 clusters Score -1.1199e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37490 members Mstep: Class 2 contains 29948 members Entering Unmasked Estep Score: -11200814.000000 Penalty: 5515.006348 Iteration 4F: 3 clusters Score -1.120081e+07 nChanged 4114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39274 members Mstep: Class 2 contains 28164 members Entering Unmasked Estep Score: -11203061.000000 Penalty: 5515.006348 Iteration 5F: 3 clusters Score -1.120306e+07 nChanged 4231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41409 members Mstep: Class 2 contains 26029 members Entering Unmasked Estep Score: -11205453.000000 Penalty: 5515.006348 Iteration 6F: 3 clusters Score -1.120545e+07 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43765 members Mstep: Class 2 contains 23673 members Entering Unmasked Estep Score: -11207469.000000 Penalty: 5515.006348 Iteration 7F: 3 clusters Score -1.120747e+07 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46395 members Mstep: Class 2 contains 21043 members Entering Unmasked Estep Score: -11209393.000000 Penalty: 5515.006348 Iteration 8F: 3 clusters Score -1.120939e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49182 members Mstep: Class 2 contains 18256 members Entering Unmasked Estep Score: -11211001.000000 Penalty: 5515.006348 Iteration 9Q: 3 clusters Score -1.1211e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51934 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -11212442.000000 Penalty: 5515.006348 Iteration 10Q: 3 clusters Score -1.121244e+07 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54583 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -11214018.000000 Penalty: 5515.006348 Iteration 11Q: 3 clusters Score -1.121402e+07 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57195 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -11215520.000000 Penalty: 5515.006348 Iteration 12Q: 3 clusters Score -1.121552e+07 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59554 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -11216919.000000 Penalty: 5515.006348 Iteration 13Q: 3 clusters Score -1.121692e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61611 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -11218240.000000 Penalty: 5515.006348 Iteration 14Q: 3 clusters Score -1.121824e+07 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63296 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -11219429.000000 Penalty: 5515.006348 Iteration 15Q: 3 clusters Score -1.121943e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64608 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -11220287.000000 Penalty: 5515.006348 Iteration 16Q: 3 clusters Score -1.122029e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65484 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -11220912.000000 Penalty: 5515.006348 Iteration 17Q: 3 clusters Score -1.122091e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66010 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -11221250.000000 Penalty: 5515.006348 Iteration 18Q: 3 clusters Score -1.122125e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66301 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -11221387.000000 Penalty: 5515.006348 Iteration 19Q: 3 clusters Score -1.122139e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66469 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -11221477.000000 Penalty: 5515.006348 Iteration 20F: 3 clusters Score -1.122148e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66555 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -11221537.000000 Penalty: 5515.006348 Iteration 21Q: 3 clusters Score -1.122154e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66606 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -11221568.000000 Penalty: 5515.006348 Iteration 22Q: 3 clusters Score -1.122157e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66643 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11221607.000000 Penalty: 5515.006348 Iteration 23Q: 3 clusters Score -1.122161e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66673 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -11221594.000000 Penalty: 5515.006348 Iteration 24Q: 3 clusters Score -1.122159e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66693 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -11221623.000000 Penalty: 5515.006348 Iteration 25Q: 3 clusters Score -1.122162e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66720 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -11221641.000000 Penalty: 5515.006348 Iteration 26Q: 3 clusters Score -1.122164e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66740 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -11221645.000000 Penalty: 5515.006348 Iteration 27Q: 3 clusters Score -1.122164e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66753 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -11221654.000000 Penalty: 5515.006348 Iteration 28Q: 3 clusters Score -1.122165e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66760 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -11221657.000000 Penalty: 5515.006348 Iteration 29Q: 3 clusters Score -1.122166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66761 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -11221655.000000 Penalty: 5515.006348 Iteration 30Q: 3 clusters Score -1.122166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66762 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -11221648.000000 Penalty: 5515.006348 Iteration 31Q: 3 clusters Score -1.122165e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66763 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -11221663.000000 Penalty: 5515.006348 Iteration 32Q: 3 clusters Score -1.122166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66762 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -11221660.000000 Penalty: 5515.006348 Iteration 33Q: 3 clusters Score -1.122166e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66762 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -11221660.000000 Penalty: 5515.006348 Iteration 34F: 3 clusters Score -1.122166e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (22984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Entering Unmasked Estep Score: -3809618.000000 Penalty: 2490.553467 Iteration 0F: 2 clusters Score -3809618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -3793584.750000 Penalty: 4981.106934 Iteration 0F: 3 clusters Score -3793585 nChanged 10233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -3799108.750000 Penalty: 4981.106934 Iteration 1F: 3 clusters Score -3799109 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -3799488.000000 Penalty: 4981.106934 Iteration 2F: 3 clusters Score -3799488 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -3799739.750000 Penalty: 4981.106934 Iteration 3Q: 3 clusters Score -3799740 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -3799943.750000 Penalty: 4981.106934 Iteration 4Q: 3 clusters Score -3799944 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -3800106.000000 Penalty: 4981.106934 Iteration 5Q: 3 clusters Score -3800106 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -3800221.500000 Penalty: 4981.106934 Iteration 6Q: 3 clusters Score -3800222 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -3800331.250000 Penalty: 4981.106934 Iteration 7Q: 3 clusters Score -3800331 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -3800444.000000 Penalty: 4981.106934 Iteration 8Q: 3 clusters Score -3800444 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -3800510.250000 Penalty: 4981.106934 Iteration 9Q: 3 clusters Score -3800510 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -3800611.750000 Penalty: 4981.106934 Iteration 10Q: 3 clusters Score -3800612 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -3800726.750000 Penalty: 4981.106934 Iteration 11Q: 3 clusters Score -3800727 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -3800847.500000 Penalty: 4981.106934 Iteration 12Q: 3 clusters Score -3800848 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -3800985.500000 Penalty: 4981.106934 Iteration 13Q: 3 clusters Score -3800986 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -3801130.000000 Penalty: 4981.106934 Iteration 14Q: 3 clusters Score -3801130 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -3801319.250000 Penalty: 4981.106934 Iteration 15Q: 3 clusters Score -3801319 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -3801554.250000 Penalty: 4981.106934 Iteration 16Q: 3 clusters Score -3801554 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -3801852.750000 Penalty: 4981.106934 Iteration 17Q: 3 clusters Score -3801853 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -3802214.750000 Penalty: 4981.106934 Iteration 18Q: 3 clusters Score -3802215 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 13910 members Entering Unmasked Estep Score: -3802662.500000 Penalty: 4981.106934 Iteration 19Q: 3 clusters Score -3802662 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -3803073.750000 Penalty: 4981.106934 Iteration 20F: 3 clusters Score -3803074 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -3803392.500000 Penalty: 4981.106934 Iteration 21Q: 3 clusters Score -3803392 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -3803578.250000 Penalty: 4981.106934 Iteration 22Q: 3 clusters Score -3803578 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 15210 members Entering Unmasked Estep Score: -3803711.500000 Penalty: 4981.106934 Iteration 23Q: 3 clusters Score -3803712 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 15496 members Entering Unmasked Estep Score: -3803826.750000 Penalty: 4981.106934 Iteration 24Q: 3 clusters Score -3803827 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 15795 members Entering Unmasked Estep Score: -3803925.250000 Penalty: 4981.106934 Iteration 25Q: 3 clusters Score -3803925 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -3804012.750000 Penalty: 4981.106934 Iteration 26Q: 3 clusters Score -3804013 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -3804116.750000 Penalty: 4981.106934 Iteration 27Q: 3 clusters Score -3804117 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 16725 members Entering Unmasked Estep Score: -3804237.250000 Penalty: 4981.106934 Iteration 28Q: 3 clusters Score -3804237 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -3804372.000000 Penalty: 4981.106934 Iteration 29Q: 3 clusters Score -3804372 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -3804502.500000 Penalty: 4981.106934 Iteration 30Q: 3 clusters Score -3804502 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -3804616.750000 Penalty: 4981.106934 Iteration 31Q: 3 clusters Score -3804617 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -3804799.500000 Penalty: 4981.106934 Iteration 32Q: 3 clusters Score -3804800 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 18493 members Entering Unmasked Estep Score: -3804969.250000 Penalty: 4981.106934 Iteration 33Q: 3 clusters Score -3804969 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 18849 members Entering Unmasked Estep Score: -3805121.250000 Penalty: 4981.106934 Iteration 34Q: 3 clusters Score -3805121 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 19212 members Entering Unmasked Estep Score: -3805271.500000 Penalty: 4981.106934 Iteration 35Q: 3 clusters Score -3805272 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 19561 members Entering Unmasked Estep Score: -3805452.750000 Penalty: 4981.106934 Iteration 36Q: 3 clusters Score -3805453 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -3805653.500000 Penalty: 4981.106934 Iteration 37Q: 3 clusters Score -3805654 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 20267 members Entering Unmasked Estep Score: -3805861.250000 Penalty: 4981.106934 Iteration 38Q: 3 clusters Score -3805861 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 20595 members Entering Unmasked Estep Score: -3806031.500000 Penalty: 4981.106934 Iteration 39Q: 3 clusters Score -3806032 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 20902 members Entering Unmasked Estep Score: -3806202.500000 Penalty: 4981.106934 Iteration 40F: 3 clusters Score -3806202 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -3806365.000000 Penalty: 4981.106934 Iteration 41Q: 3 clusters Score -3806365 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -3806509.500000 Penalty: 4981.106934 Iteration 42Q: 3 clusters Score -3806510 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 21664 members Entering Unmasked Estep Score: -3806666.250000 Penalty: 4981.106934 Iteration 43Q: 3 clusters Score -3806666 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 21859 members Entering Unmasked Estep Score: -3806814.500000 Penalty: 4981.106934 Iteration 44Q: 3 clusters Score -3806814 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 22022 members Entering Unmasked Estep Score: -3806941.750000 Penalty: 4981.106934 Iteration 45Q: 3 clusters Score -3806942 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 22166 members Entering Unmasked Estep Score: -3807048.750000 Penalty: 4981.106934 Iteration 46Q: 3 clusters Score -3807049 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 22268 members Entering Unmasked Estep Score: -3807128.250000 Penalty: 4981.106934 Iteration 47Q: 3 clusters Score -3807128 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 22353 members Entering Unmasked Estep Score: -3807185.250000 Penalty: 4981.106934 Iteration 48Q: 3 clusters Score -3807185 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 22414 members Entering Unmasked Estep Score: -3807221.000000 Penalty: 4981.106934 Iteration 49Q: 3 clusters Score -3807221 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 22451 members Entering Unmasked Estep Score: -3807260.500000 Penalty: 4981.106934 Iteration 50Q: 3 clusters Score -3807260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 22489 members Entering Unmasked Estep Score: -3807296.500000 Penalty: 4981.106934 Iteration 51Q: 3 clusters Score -3807296 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 22518 members Entering Unmasked Estep Score: -3807330.500000 Penalty: 4981.106934 Iteration 52Q: 3 clusters Score -3807330 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 22539 members Entering Unmasked Estep Score: -3807351.000000 Penalty: 4981.106934 Iteration 53Q: 3 clusters Score -3807351 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 22551 members Entering Unmasked Estep Score: -3807363.250000 Penalty: 4981.106934 Iteration 54Q: 3 clusters Score -3807363 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 22560 members Entering Unmasked Estep Score: -3807366.750000 Penalty: 4981.106934 Iteration 55Q: 3 clusters Score -3807367 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 22569 members Entering Unmasked Estep Score: -3807371.750000 Penalty: 4981.106934 Iteration 56Q: 3 clusters Score -3807372 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 22576 members Entering Unmasked Estep Score: -3807377.250000 Penalty: 4981.106934 Iteration 57Q: 3 clusters Score -3807377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 22579 members Entering Unmasked Estep Score: -3807377.750000 Penalty: 4981.106934 Iteration 58Q: 3 clusters Score -3807378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 22583 members Entering Unmasked Estep Score: -3807382.750000 Penalty: 4981.106934 Iteration 59Q: 3 clusters Score -3807383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 22585 members Entering Unmasked Estep Score: -3807378.250000 Penalty: 4981.106934 Iteration 60F: 3 clusters Score -3807378 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -32369.976562 Penalty: 1398.312012 Iteration 0F: 2 clusters Score -32369.98 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 145 members Entering Unmasked Estep Score: -31273.816406 Penalty: 2796.624023 Iteration 0F: 3 clusters Score -31273.82 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31418.708984 Penalty: 2796.624023 Iteration 1F: 3 clusters Score -31418.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -31484.917969 Penalty: 2796.624023 Iteration 2F: 3 clusters Score -31484.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -31526.775391 Penalty: 2796.624023 Iteration 3Q: 3 clusters Score -31526.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -31570.361328 Penalty: 2796.624023 Iteration 4Q: 3 clusters Score -31570.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -31601.947266 Penalty: 2796.624023 Iteration 5Q: 3 clusters Score -31601.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31626.193359 Penalty: 2796.624023 Iteration 6Q: 3 clusters Score -31626.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -31683.746094 Penalty: 2796.624023 Iteration 7Q: 3 clusters Score -31683.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -31694.726562 Penalty: 2796.624023 Iteration 8Q: 3 clusters Score -31694.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -31707.978516 Penalty: 2796.624023 Iteration 9Q: 3 clusters Score -31707.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31708.646484 Penalty: 2796.624023 Iteration 10Q: 3 clusters Score -31708.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31708.646484 Penalty: 2796.624023 Iteration 11F: 3 clusters Score -31708.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -131648.937500 Penalty: 1669.883667 Iteration 0F: 2 clusters Score -131648.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -129868.718750 Penalty: 3339.767334 Iteration 0F: 3 clusters Score -129868.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -130176.570312 Penalty: 3339.767334 Iteration 1F: 3 clusters Score -130176.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -130284.250000 Penalty: 3339.767334 Iteration 2F: 3 clusters Score -130284.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -130391.414062 Penalty: 3339.767334 Iteration 3Q: 3 clusters Score -130391.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -130453.250000 Penalty: 3339.767334 Iteration 4Q: 3 clusters Score -130453.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -130534.953125 Penalty: 3339.767334 Iteration 5Q: 3 clusters Score -130535 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -130646.859375 Penalty: 3339.767334 Iteration 6Q: 3 clusters Score -130646.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -130719.695312 Penalty: 3339.767334 Iteration 7Q: 3 clusters Score -130719.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -130790.203125 Penalty: 3339.767334 Iteration 8Q: 3 clusters Score -130790.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -130888.343750 Penalty: 3339.767334 Iteration 9Q: 3 clusters Score -130888.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -131000.804688 Penalty: 3339.767334 Iteration 10Q: 3 clusters Score -131000.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -131038.578125 Penalty: 3339.767334 Iteration 11Q: 3 clusters Score -131038.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -131097.703125 Penalty: 3339.767334 Iteration 12Q: 3 clusters Score -131097.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -131160.375000 Penalty: 3339.767334 Iteration 13Q: 3 clusters Score -131160.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -131280.296875 Penalty: 3339.767334 Iteration 14Q: 3 clusters Score -131280.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -131476.968750 Penalty: 3339.767334 Iteration 15Q: 3 clusters Score -131477 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -131505.750000 Penalty: 3339.767334 Iteration 16Q: 3 clusters Score -131505.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -131529.843750 Penalty: 3339.767334 Iteration 17Q: 3 clusters Score -131529.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -131539.375000 Penalty: 3339.767334 Iteration 18Q: 3 clusters Score -131539.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -131544.937500 Penalty: 3339.767334 Iteration 19Q: 3 clusters Score -131544.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -131552.312500 Penalty: 3339.767334 Iteration 20F: 3 clusters Score -131552.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -131564.765625 Penalty: 3339.767334 Iteration 21Q: 3 clusters Score -131564.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -131584.578125 Penalty: 3339.767334 Iteration 22Q: 3 clusters Score -131584.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -131620.421875 Penalty: 3339.767334 Iteration 23Q: 3 clusters Score -131620.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -131698.281250 Penalty: 3339.767334 Iteration 24Q: 3 clusters Score -131698.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -131841.781250 Penalty: 3339.767334 Iteration 25Q: 3 clusters Score -131841.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -131977.968750 Penalty: 3339.767334 Iteration 26Q: 3 clusters Score -131978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -132022.312500 Penalty: 3339.767334 Iteration 27Q: 3 clusters Score -132022.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -132022.312500 Penalty: 3339.767334 Iteration 28F: 3 clusters Score -132022.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5856 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 64823 members Mstep: Class 6 contains 95021 members Mstep: Class 7 contains 67879 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 70103 members Mstep: Class 11 contains 61579 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 44117 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 231 members Mstep: Class 19 contains 21302 members Mstep: Class 20 contains 5358 members Mstep: Class 21 contains 781 members Mstep: Class 22 contains 39926 members Mstep: Class 23 contains 2882 members Mstep: Class 24 contains 1150 members Mstep: Class 25 contains 20602 members Mstep: Class 26 contains 28777 members Mstep: Class 27 contains 12588 members Mstep: Class 28 contains 300 members Mstep: Class 29 contains 67438 members Mstep: Class 30 contains 22984 members Mstep: Class 31 contains 281 members Mstep: Class 32 contains 403 members Mstep: Class 33 contains 437 members Entering Unmasked Estep Score: -106726280.000000 Penalty: 109634.609375 Splitting cluster 32 changes total score from -106727576.000000 to -106726280.000000 So it's not getting split. --- Evaluating fit on full set of 1972528 points --- Entering Unmasked Estep Score: -319136032.000000 Penalty: 115030.945312 20->33 Clusters: Score -319136032.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 657509 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32769 members Mstep: Class 2 contains 32748 members Mstep: Class 3 contains 32840 members Mstep: Class 4 contains 32904 members Mstep: Class 5 contains 32752 members Mstep: Class 6 contains 32918 members Mstep: Class 7 contains 33013 members Mstep: Class 8 contains 33290 members Mstep: Class 9 contains 32954 members Mstep: Class 10 contains 32789 members Mstep: Class 11 contains 32767 members Mstep: Class 12 contains 32967 members Mstep: Class 13 contains 32705 members Mstep: Class 14 contains 32674 members Mstep: Class 15 contains 32932 members Mstep: Class 16 contains 33050 members Mstep: Class 17 contains 32837 members Mstep: Class 18 contains 32695 members Mstep: Class 19 contains 33039 members Mstep: Class 20 contains 32866 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1282.261230 but Gain 3322.261719 Score: -100758016.000000 Penalty: 63122.957031 Iteration 0F: 20 clusters Score -1.00758e+08 nChanged 623963 Entering Unmasked Mstep Mstep: Class 0 contains 2396 members Mstep: Class 1 contains 11075 members Mstep: Class 3 contains 7434 members Mstep: Class 4 contains 140447 members Mstep: Class 5 contains 14248 members Mstep: Class 6 contains 20449 members Mstep: Class 7 contains 34153 members Mstep: Class 8 contains 8559 members Mstep: Class 9 contains 4697 members Mstep: Class 10 contains 6052 members Mstep: Class 11 contains 10870 members Mstep: Class 12 contains 19040 members Mstep: Class 13 contains 14647 members Mstep: Class 14 contains 6850 members Mstep: Class 15 contains 15217 members Mstep: Class 16 contains 14558 members Mstep: Class 17 contains 5583 members Mstep: Class 18 contains 37701 members Mstep: Class 19 contains 280630 members Mstep: Class 20 contains 2903 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 3002.281982 but Gain 3322.261719 Score: -104259696.000000 Penalty: 59800.695312 Iteration 1F: 19 clusters Score -1.042597e+08 nChanged 258503 Entering Unmasked Mstep Mstep: Class 0 contains 1012 members Mstep: Class 1 contains 6648 members Mstep: Class 3 contains 2001 members Mstep: Class 4 contains 212689 members Mstep: Class 5 contains 18733 members Mstep: Class 6 contains 11535 members Mstep: Class 7 contains 40045 members Mstep: Class 9 contains 2070 members Mstep: Class 10 contains 4051 members Mstep: Class 11 contains 13460 members Mstep: Class 12 contains 25789 members Mstep: Class 13 contains 13957 members Mstep: Class 14 contains 2174 members Mstep: Class 15 contains 15233 members Mstep: Class 16 contains 17282 members Mstep: Class 17 contains 2596 members Mstep: Class 18 contains 44190 members Mstep: Class 19 contains 223099 members Mstep: Class 20 contains 945 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1291.544434 but Gain 3322.257812 Score: -104732432.000000 Penalty: 56478.437500 Iteration 2F: 18 clusters Score -1.047324e+08 nChanged 170165 Entering Unmasked Mstep Mstep: Class 0 contains 707 members Mstep: Class 1 contains 6797 members Mstep: Class 3 contains 1136 members Mstep: Class 4 contains 198750 members Mstep: Class 5 contains 24331 members Mstep: Class 6 contains 11280 members Mstep: Class 7 contains 44898 members Mstep: Class 9 contains 1307 members Mstep: Class 10 contains 2937 members Mstep: Class 11 contains 12687 members Mstep: Class 12 contains 36852 members Mstep: Class 13 contains 19018 members Mstep: Class 15 contains 20148 members Mstep: Class 16 contains 24997 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 65070 members Mstep: Class 19 contains 183663 members Mstep: Class 20 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -105159472.000000 Penalty: 56478.437500 Iteration 3F: 18 clusters Score -1.051595e+08 nChanged 161173 Entering Unmasked Mstep Mstep: Class 0 contains 442 members Mstep: Class 1 contains 7978 members Mstep: Class 3 contains 1344 members Mstep: Class 4 contains 164358 members Mstep: Class 5 contains 24465 members Mstep: Class 6 contains 11024 members Mstep: Class 7 contains 40880 members Mstep: Class 9 contains 1238 members Mstep: Class 10 contains 2702 members Mstep: Class 11 contains 11940 members Mstep: Class 12 contains 49129 members Mstep: Class 13 contains 29354 members Mstep: Class 15 contains 22913 members Mstep: Class 16 contains 36105 members Mstep: Class 17 contains 1909 members Mstep: Class 18 contains 99180 members Mstep: Class 19 contains 151718 members Mstep: Class 20 contains 830 members Entering Unmasked Estep ConsiderDeletion Score: -105587512.000000 Penalty: 56478.437500 Iteration 4F: 18 clusters Score -1.055875e+08 nChanged 156837 Entering Unmasked Mstep Mstep: Class 0 contains 318 members Mstep: Class 1 contains 9330 members Mstep: Class 3 contains 1770 members Mstep: Class 4 contains 135078 members Mstep: Class 5 contains 23766 members Mstep: Class 6 contains 9559 members Mstep: Class 7 contains 29846 members Mstep: Class 9 contains 1365 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 10182 members Mstep: Class 12 contains 57958 members Mstep: Class 13 contains 44363 members Mstep: Class 15 contains 21865 members Mstep: Class 16 contains 51210 members Mstep: Class 17 contains 1851 members Mstep: Class 18 contains 146084 members Mstep: Class 19 contains 109526 members Mstep: Class 20 contains 744 members Entering Unmasked Estep ConsiderDeletion Score: -105942696.000000 Penalty: 56478.437500 Iteration 5F: 18 clusters Score -1.059427e+08 nChanged 120243 Entering Unmasked Mstep Mstep: Class 0 contains 258 members Mstep: Class 1 contains 10123 members Mstep: Class 3 contains 2084 members Mstep: Class 4 contains 133498 members Mstep: Class 5 contains 29230 members Mstep: Class 6 contains 8303 members Mstep: Class 7 contains 32123 members Mstep: Class 9 contains 1399 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 8196 members Mstep: Class 12 contains 52853 members Mstep: Class 13 contains 60506 members Mstep: Class 15 contains 17983 members Mstep: Class 16 contains 70525 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 155096 members Mstep: Class 19 contains 70070 members Mstep: Class 20 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -106146872.000000 Penalty: 56478.437500 Iteration 6F: 18 clusters Score -1.061469e+08 nChanged 86037 Entering Unmasked Mstep Mstep: Class 0 contains 210 members Mstep: Class 1 contains 10287 members Mstep: Class 3 contains 2581 members Mstep: Class 4 contains 138443 members Mstep: Class 5 contains 38154 members Mstep: Class 6 contains 9225 members Mstep: Class 7 contains 36369 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6637 members Mstep: Class 12 contains 41239 members Mstep: Class 13 contains 70814 members Mstep: Class 15 contains 16095 members Mstep: Class 16 contains 88706 members Mstep: Class 17 contains 1911 members Mstep: Class 18 contains 140170 members Mstep: Class 19 contains 51882 members Mstep: Class 20 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -106236448.000000 Penalty: 56478.437500 Iteration 7F: 18 clusters Score -1.062364e+08 nChanged 62975 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 10072 members Mstep: Class 3 contains 3208 members Mstep: Class 4 contains 135528 members Mstep: Class 5 contains 46881 members Mstep: Class 6 contains 9237 members Mstep: Class 7 contains 40293 members Mstep: Class 9 contains 1415 members Mstep: Class 10 contains 2693 members Mstep: Class 11 contains 5638 members Mstep: Class 12 contains 31678 members Mstep: Class 13 contains 76796 members Mstep: Class 15 contains 17066 members Mstep: Class 16 contains 105819 members Mstep: Class 17 contains 1922 members Mstep: Class 18 contains 124264 members Mstep: Class 19 contains 44134 members Mstep: Class 20 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -106319776.000000 Penalty: 56478.437500 Iteration 8F: 18 clusters Score -1.063198e+08 nChanged 51935 Entering Unmasked Mstep Mstep: Class 0 contains 155 members Mstep: Class 1 contains 9525 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 130679 members Mstep: Class 5 contains 53667 members Mstep: Class 6 contains 8671 members Mstep: Class 7 contains 43569 members Mstep: Class 9 contains 1459 members Mstep: Class 10 contains 2693 members Mstep: Class 11 contains 5272 members Mstep: Class 12 contains 24813 members Mstep: Class 13 contains 77678 members Mstep: Class 15 contains 20894 members Mstep: Class 16 contains 118153 members Mstep: Class 17 contains 1910 members Mstep: Class 18 contains 109478 members Mstep: Class 19 contains 44446 members Mstep: Class 20 contains 668 members Entering Unmasked Estep ConsiderDeletion Score: -106394688.000000 Penalty: 56478.437500 Iteration 9F: 18 clusters Score -1.063947e+08 nChanged 43611 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 1 contains 8822 members Mstep: Class 3 contains 4375 members Mstep: Class 4 contains 127329 members Mstep: Class 5 contains 57791 members Mstep: Class 6 contains 7695 members Mstep: Class 7 contains 47729 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 2693 members Mstep: Class 11 contains 5330 members Mstep: Class 12 contains 20790 members Mstep: Class 13 contains 73738 members Mstep: Class 15 contains 24374 members Mstep: Class 16 contains 124244 members Mstep: Class 17 contains 1899 members Mstep: Class 18 contains 94663 members Mstep: Class 19 contains 53761 members Mstep: Class 20 contains 646 members Entering Unmasked Estep ConsiderDeletion Score: -106433024.000000 Penalty: 56478.437500 Iteration 10F: 18 clusters Score -1.06433e+08 nChanged 34119 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 8160 members Mstep: Class 3 contains 4917 members Mstep: Class 4 contains 125883 members Mstep: Class 5 contains 59464 members Mstep: Class 6 contains 6192 members Mstep: Class 7 contains 53814 members Mstep: Class 9 contains 1511 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 5545 members Mstep: Class 12 contains 18198 members Mstep: Class 13 contains 68092 members Mstep: Class 15 contains 27253 members Mstep: Class 16 contains 127241 members Mstep: Class 17 contains 1897 members Mstep: Class 18 contains 85817 members Mstep: Class 19 contains 60083 members Mstep: Class 20 contains 635 members Entering Unmasked Estep ConsiderDeletion Score: -106455552.000000 Penalty: 56478.437500 Iteration 11F: 18 clusters Score -1.064556e+08 nChanged 27089 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 7733 members Mstep: Class 3 contains 5388 members Mstep: Class 4 contains 125209 members Mstep: Class 5 contains 60268 members Mstep: Class 6 contains 4246 members Mstep: Class 7 contains 61566 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 5798 members Mstep: Class 12 contains 16408 members Mstep: Class 13 contains 62685 members Mstep: Class 15 contains 29365 members Mstep: Class 16 contains 128981 members Mstep: Class 17 contains 1902 members Mstep: Class 18 contains 77964 members Mstep: Class 19 contains 65095 members Mstep: Class 20 contains 620 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2731.073730 but Gain 3322.261719 Score: -106473088.000000 Penalty: 53156.175781 Iteration 12Q: 17 clusters Score -1.064731e+08 nChanged 24587 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7480 members Mstep: Class 3 contains 5676 members Mstep: Class 4 contains 124868 members Mstep: Class 5 contains 60523 members Mstep: Class 7 contains 71496 members Mstep: Class 9 contains 1467 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6056 members Mstep: Class 12 contains 15097 members Mstep: Class 13 contains 58058 members Mstep: Class 15 contains 31099 members Mstep: Class 16 contains 130135 members Mstep: Class 17 contains 1911 members Mstep: Class 18 contains 70833 members Mstep: Class 19 contains 69412 members Mstep: Class 20 contains 611 members Entering Unmasked Estep ConsiderDeletion Score: -106490088.000000 Penalty: 53156.175781 Iteration 13Q: 17 clusters Score -1.064901e+08 nChanged 17756 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7323 members Mstep: Class 3 contains 5869 members Mstep: Class 4 contains 124694 members Mstep: Class 5 contains 60396 members Mstep: Class 7 contains 77661 members Mstep: Class 9 contains 1478 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6265 members Mstep: Class 12 contains 14065 members Mstep: Class 13 contains 54252 members Mstep: Class 15 contains 31996 members Mstep: Class 16 contains 130984 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 63955 members Mstep: Class 19 contains 73277 members Mstep: Class 20 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -106498360.000000 Penalty: 53156.175781 Iteration 14Q: 17 clusters Score -1.064984e+08 nChanged 14630 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7226 members Mstep: Class 3 contains 5994 members Mstep: Class 4 contains 124593 members Mstep: Class 5 contains 60022 members Mstep: Class 7 contains 82636 members Mstep: Class 9 contains 1482 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6463 members Mstep: Class 12 contains 13243 members Mstep: Class 13 contains 51510 members Mstep: Class 15 contains 32540 members Mstep: Class 16 contains 131661 members Mstep: Class 17 contains 1909 members Mstep: Class 18 contains 58163 members Mstep: Class 19 contains 76682 members Mstep: Class 20 contains 598 members Entering Unmasked Estep ConsiderDeletion Score: -106503336.000000 Penalty: 53156.175781 Iteration 15Q: 17 clusters Score -1.065033e+08 nChanged 12567 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7159 members Mstep: Class 3 contains 6071 members Mstep: Class 4 contains 124620 members Mstep: Class 5 contains 59523 members Mstep: Class 7 contains 86547 members Mstep: Class 9 contains 1487 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6650 members Mstep: Class 12 contains 12510 members Mstep: Class 13 contains 49443 members Mstep: Class 15 contains 32914 members Mstep: Class 16 contains 132196 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 53210 members Mstep: Class 19 contains 79889 members Mstep: Class 20 contains 597 members Entering Unmasked Estep ConsiderDeletion Score: -106507472.000000 Penalty: 53156.175781 Iteration 16Q: 17 clusters Score -1.065075e+08 nChanged 10694 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7104 members Mstep: Class 3 contains 6111 members Mstep: Class 4 contains 124660 members Mstep: Class 5 contains 59056 members Mstep: Class 7 contains 89483 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6780 members Mstep: Class 12 contains 12003 members Mstep: Class 13 contains 47799 members Mstep: Class 15 contains 33201 members Mstep: Class 16 contains 132617 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 49106 members Mstep: Class 19 contains 82806 members Mstep: Class 20 contains 596 members Entering Unmasked Estep ConsiderDeletion Score: -106511480.000000 Penalty: 53156.175781 Iteration 17Q: 17 clusters Score -1.065115e+08 nChanged 8988 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7059 members Mstep: Class 3 contains 6134 members Mstep: Class 4 contains 124584 members Mstep: Class 5 contains 58645 members Mstep: Class 7 contains 91673 members Mstep: Class 9 contains 1500 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6889 members Mstep: Class 12 contains 11794 members Mstep: Class 13 contains 46441 members Mstep: Class 15 contains 33479 members Mstep: Class 16 contains 132906 members Mstep: Class 17 contains 1904 members Mstep: Class 18 contains 45704 members Mstep: Class 19 contains 85415 members Mstep: Class 20 contains 595 members Entering Unmasked Estep ConsiderDeletion Score: -106514144.000000 Penalty: 53156.175781 Iteration 18Q: 17 clusters Score -1.065141e+08 nChanged 7428 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7034 members Mstep: Class 3 contains 6130 members Mstep: Class 4 contains 124461 members Mstep: Class 5 contains 58364 members Mstep: Class 7 contains 93309 members Mstep: Class 9 contains 1507 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6960 members Mstep: Class 12 contains 11767 members Mstep: Class 13 contains 45260 members Mstep: Class 15 contains 33771 members Mstep: Class 16 contains 133045 members Mstep: Class 17 contains 1901 members Mstep: Class 18 contains 42928 members Mstep: Class 19 contains 87691 members Mstep: Class 20 contains 594 members Entering Unmasked Estep ConsiderDeletion Score: -106515320.000000 Penalty: 53156.175781 Iteration 19Q: 17 clusters Score -1.065153e+08 nChanged 5840 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 7018 members Mstep: Class 3 contains 6107 members Mstep: Class 4 contains 124354 members Mstep: Class 5 contains 58318 members Mstep: Class 7 contains 94536 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7009 members Mstep: Class 12 contains 11779 members Mstep: Class 13 contains 44225 members Mstep: Class 15 contains 34123 members Mstep: Class 16 contains 133118 members Mstep: Class 17 contains 1899 members Mstep: Class 18 contains 40629 members Mstep: Class 19 contains 89498 members Mstep: Class 20 contains 594 members Entering Unmasked Estep ConsiderDeletion Score: -106516936.000000 Penalty: 53156.175781 Iteration 20F: 17 clusters Score -1.065169e+08 nChanged 4965 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 7020 members Mstep: Class 3 contains 6079 members Mstep: Class 4 contains 124277 members Mstep: Class 5 contains 58565 members Mstep: Class 7 contains 95400 members Mstep: Class 9 contains 1519 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7041 members Mstep: Class 12 contains 11786 members Mstep: Class 13 contains 43210 members Mstep: Class 15 contains 34524 members Mstep: Class 16 contains 133160 members Mstep: Class 17 contains 1898 members Mstep: Class 18 contains 38717 members Mstep: Class 19 contains 90932 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106518104.000000 Penalty: 53156.175781 Iteration 21Q: 17 clusters Score -1.065181e+08 nChanged 4461 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7031 members Mstep: Class 3 contains 6058 members Mstep: Class 4 contains 124220 members Mstep: Class 5 contains 59087 members Mstep: Class 7 contains 96098 members Mstep: Class 9 contains 1522 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7051 members Mstep: Class 12 contains 11809 members Mstep: Class 13 contains 42225 members Mstep: Class 15 contains 34842 members Mstep: Class 16 contains 133194 members Mstep: Class 17 contains 1897 members Mstep: Class 18 contains 36941 members Mstep: Class 19 contains 92155 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106518400.000000 Penalty: 53156.175781 Iteration 22Q: 17 clusters Score -1.065184e+08 nChanged 4018 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7036 members Mstep: Class 3 contains 6043 members Mstep: Class 4 contains 124172 members Mstep: Class 5 contains 59844 members Mstep: Class 7 contains 96623 members Mstep: Class 9 contains 1524 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7058 members Mstep: Class 12 contains 11823 members Mstep: Class 13 contains 41239 members Mstep: Class 15 contains 35173 members Mstep: Class 16 contains 133220 members Mstep: Class 17 contains 1896 members Mstep: Class 18 contains 35330 members Mstep: Class 19 contains 93149 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519088.000000 Penalty: 53156.175781 Iteration 23Q: 17 clusters Score -1.065191e+08 nChanged 3573 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7044 members Mstep: Class 3 contains 6031 members Mstep: Class 4 contains 124141 members Mstep: Class 5 contains 60687 members Mstep: Class 7 contains 97032 members Mstep: Class 9 contains 1524 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7047 members Mstep: Class 12 contains 11841 members Mstep: Class 13 contains 40311 members Mstep: Class 15 contains 35470 members Mstep: Class 16 contains 133239 members Mstep: Class 17 contains 1896 members Mstep: Class 18 contains 33947 members Mstep: Class 19 contains 93920 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519688.000000 Penalty: 53156.175781 Iteration 24Q: 17 clusters Score -1.065197e+08 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7049 members Mstep: Class 3 contains 6031 members Mstep: Class 4 contains 124110 members Mstep: Class 5 contains 61504 members Mstep: Class 7 contains 97360 members Mstep: Class 9 contains 1526 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7032 members Mstep: Class 12 contains 11856 members Mstep: Class 13 contains 39437 members Mstep: Class 15 contains 35780 members Mstep: Class 16 contains 133259 members Mstep: Class 17 contains 1894 members Mstep: Class 18 contains 32746 members Mstep: Class 19 contains 94546 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519784.000000 Penalty: 53156.175781 Iteration 25Q: 17 clusters Score -1.065198e+08 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7060 members Mstep: Class 3 contains 6046 members Mstep: Class 4 contains 124098 members Mstep: Class 5 contains 62253 members Mstep: Class 7 contains 97564 members Mstep: Class 9 contains 1527 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7018 members Mstep: Class 12 contains 11867 members Mstep: Class 13 contains 38621 members Mstep: Class 15 contains 36121 members Mstep: Class 16 contains 133260 members Mstep: Class 17 contains 1892 members Mstep: Class 18 contains 31738 members Mstep: Class 19 contains 95065 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106520056.000000 Penalty: 53156.175781 Iteration 26Q: 17 clusters Score -1.065201e+08 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7074 members Mstep: Class 3 contains 6058 members Mstep: Class 4 contains 124074 members Mstep: Class 5 contains 62992 members Mstep: Class 7 contains 97752 members Mstep: Class 9 contains 1527 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 7003 members Mstep: Class 12 contains 11884 members Mstep: Class 13 contains 37850 members Mstep: Class 15 contains 36473 members Mstep: Class 16 contains 133270 members Mstep: Class 17 contains 1893 members Mstep: Class 18 contains 30793 members Mstep: Class 19 contains 95487 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519808.000000 Penalty: 53156.175781 Iteration 27Q: 17 clusters Score -1.065198e+08 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7089 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 124062 members Mstep: Class 5 contains 63642 members Mstep: Class 7 contains 97894 members Mstep: Class 9 contains 1527 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6987 members Mstep: Class 12 contains 11903 members Mstep: Class 13 contains 37148 members Mstep: Class 15 contains 36808 members Mstep: Class 16 contains 133260 members Mstep: Class 17 contains 1892 members Mstep: Class 18 contains 29966 members Mstep: Class 19 contains 95875 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519720.000000 Penalty: 53156.175781 Iteration 28Q: 17 clusters Score -1.065197e+08 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7097 members Mstep: Class 3 contains 6081 members Mstep: Class 4 contains 124041 members Mstep: Class 5 contains 64243 members Mstep: Class 7 contains 98014 members Mstep: Class 9 contains 1528 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6978 members Mstep: Class 12 contains 11927 members Mstep: Class 13 contains 36513 members Mstep: Class 15 contains 37165 members Mstep: Class 16 contains 133262 members Mstep: Class 17 contains 1891 members Mstep: Class 18 contains 29187 members Mstep: Class 19 contains 96203 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519616.000000 Penalty: 53156.175781 Iteration 29Q: 17 clusters Score -1.065196e+08 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7104 members Mstep: Class 3 contains 6092 members Mstep: Class 4 contains 124021 members Mstep: Class 5 contains 64686 members Mstep: Class 7 contains 98090 members Mstep: Class 9 contains 1528 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6966 members Mstep: Class 12 contains 11945 members Mstep: Class 13 contains 35909 members Mstep: Class 15 contains 37548 members Mstep: Class 16 contains 133261 members Mstep: Class 17 contains 1891 members Mstep: Class 18 contains 28570 members Mstep: Class 19 contains 96519 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106520056.000000 Penalty: 53156.175781 Iteration 30Q: 17 clusters Score -1.065201e+08 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7114 members Mstep: Class 3 contains 6105 members Mstep: Class 4 contains 124013 members Mstep: Class 5 contains 65106 members Mstep: Class 7 contains 98129 members Mstep: Class 9 contains 1530 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6956 members Mstep: Class 12 contains 11958 members Mstep: Class 13 contains 35391 members Mstep: Class 15 contains 37911 members Mstep: Class 16 contains 133249 members Mstep: Class 17 contains 1891 members Mstep: Class 18 contains 27991 members Mstep: Class 19 contains 96786 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519880.000000 Penalty: 53156.175781 Iteration 31Q: 17 clusters Score -1.065199e+08 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7128 members Mstep: Class 3 contains 6124 members Mstep: Class 4 contains 123994 members Mstep: Class 5 contains 65475 members Mstep: Class 7 contains 98146 members Mstep: Class 9 contains 1530 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6947 members Mstep: Class 12 contains 11962 members Mstep: Class 13 contains 34953 members Mstep: Class 15 contains 38275 members Mstep: Class 16 contains 133251 members Mstep: Class 17 contains 1890 members Mstep: Class 18 contains 27477 members Mstep: Class 19 contains 96978 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519808.000000 Penalty: 53156.175781 Iteration 32Q: 17 clusters Score -1.065198e+08 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7139 members Mstep: Class 3 contains 6137 members Mstep: Class 4 contains 123979 members Mstep: Class 5 contains 65813 members Mstep: Class 7 contains 98110 members Mstep: Class 9 contains 1530 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6946 members Mstep: Class 12 contains 11975 members Mstep: Class 13 contains 34600 members Mstep: Class 15 contains 38614 members Mstep: Class 16 contains 133244 members Mstep: Class 17 contains 1890 members Mstep: Class 18 contains 27018 members Mstep: Class 19 contains 97135 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519832.000000 Penalty: 53156.175781 Iteration 33Q: 17 clusters Score -1.065198e+08 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7152 members Mstep: Class 3 contains 6161 members Mstep: Class 4 contains 123959 members Mstep: Class 5 contains 66100 members Mstep: Class 7 contains 98048 members Mstep: Class 9 contains 1529 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6935 members Mstep: Class 12 contains 11986 members Mstep: Class 13 contains 34294 members Mstep: Class 15 contains 38962 members Mstep: Class 16 contains 133253 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 26611 members Mstep: Class 19 contains 97251 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519808.000000 Penalty: 53156.175781 Iteration 34Q: 17 clusters Score -1.065198e+08 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7166 members Mstep: Class 3 contains 6167 members Mstep: Class 4 contains 123942 members Mstep: Class 5 contains 66363 members Mstep: Class 7 contains 98005 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6922 members Mstep: Class 12 contains 11989 members Mstep: Class 13 contains 33991 members Mstep: Class 15 contains 39290 members Mstep: Class 16 contains 133258 members Mstep: Class 17 contains 1890 members Mstep: Class 18 contains 26259 members Mstep: Class 19 contains 97352 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106519816.000000 Penalty: 53156.175781 Iteration 35Q: 17 clusters Score -1.065198e+08 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7184 members Mstep: Class 3 contains 6177 members Mstep: Class 4 contains 123925 members Mstep: Class 5 contains 66597 members Mstep: Class 7 contains 97963 members Mstep: Class 9 contains 1541 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6909 members Mstep: Class 12 contains 11997 members Mstep: Class 13 contains 33732 members Mstep: Class 15 contains 39568 members Mstep: Class 16 contains 133262 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25955 members Mstep: Class 19 contains 97431 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106520056.000000 Penalty: 53156.175781 Iteration 36Q: 17 clusters Score -1.065201e+08 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7195 members Mstep: Class 3 contains 6190 members Mstep: Class 4 contains 123906 members Mstep: Class 5 contains 66806 members Mstep: Class 7 contains 97906 members Mstep: Class 9 contains 1545 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6903 members Mstep: Class 12 contains 11996 members Mstep: Class 13 contains 33520 members Mstep: Class 15 contains 39815 members Mstep: Class 16 contains 133266 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25680 members Mstep: Class 19 contains 97513 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106520224.000000 Penalty: 53156.175781 Iteration 37Q: 17 clusters Score -1.065202e+08 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 7203 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 123886 members Mstep: Class 5 contains 67002 members Mstep: Class 7 contains 97850 members Mstep: Class 9 contains 1547 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6899 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 33320 members Mstep: Class 15 contains 40049 members Mstep: Class 16 contains 133270 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25445 members Mstep: Class 19 contains 97575 members Mstep: Class 20 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -106520288.000000 Penalty: 53156.175781 Iteration 38Q: 17 clusters Score -1.065203e+08 nChanged 693 Entering ConstructFrom: Score: -106520288.000000 Penalty: 53156.175781 Entering ConstructFrom: Trying to split cluster 1 (7215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Entering Unmasked Estep Score: -1171101.125000 Penalty: 2203.211670 Iteration 0F: 2 clusters Score -1171101 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1165265.625000 Penalty: 4406.423340 Iteration 0F: 3 clusters Score -1165266 nChanged 2891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1167300.125000 Penalty: 4406.423340 Iteration 1F: 3 clusters Score -1167300 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1168347.875000 Penalty: 4406.423340 Iteration 2F: 3 clusters Score -1168348 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1169604.625000 Penalty: 4406.423340 Iteration 3F: 3 clusters Score -1169605 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1170749.500000 Penalty: 4406.423340 Iteration 4F: 3 clusters Score -1170750 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1171408.000000 Penalty: 4406.423340 Iteration 5F: 3 clusters Score -1171408 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1171733.875000 Penalty: 4406.423340 Iteration 6Q: 3 clusters Score -1171734 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1172035.375000 Penalty: 4406.423340 Iteration 7Q: 3 clusters Score -1172035 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1172169.500000 Penalty: 4406.423340 Iteration 8Q: 3 clusters Score -1172170 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1172203.500000 Penalty: 4406.423340 Iteration 9Q: 3 clusters Score -1172204 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1172214.875000 Penalty: 4406.423340 Iteration 10Q: 3 clusters Score -1172215 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1172223.875000 Penalty: 4406.423340 Iteration 11Q: 3 clusters Score -1172224 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1172228.000000 Penalty: 4406.423340 Iteration 12Q: 3 clusters Score -1172228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -1172225.750000 Penalty: 4406.423340 Iteration 13Q: 3 clusters Score -1172226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1172229.750000 Penalty: 4406.423340 Iteration 14Q: 3 clusters Score -1172230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1172229.000000 Penalty: 4406.423340 Iteration 15Q: 3 clusters Score -1172229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1172226.875000 Penalty: 4406.423340 Iteration 16Q: 3 clusters Score -1172227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1172230.125000 Penalty: 4406.423340 Iteration 17Q: 3 clusters Score -1172230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1172229.625000 Penalty: 4406.423340 Iteration 18Q: 3 clusters Score -1172230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1172230.375000 Penalty: 4406.423340 Iteration 19Q: 3 clusters Score -1172230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1172229.875000 Penalty: 4406.423340 Iteration 20F: 3 clusters Score -1172230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1172231.875000 Penalty: 4406.423340 Iteration 21Q: 3 clusters Score -1172232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1172232.750000 Penalty: 4406.423340 Iteration 22Q: 3 clusters Score -1172233 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1172234.125000 Penalty: 4406.423340 Iteration 23Q: 3 clusters Score -1172234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1172234.875000 Penalty: 4406.423340 Iteration 24Q: 3 clusters Score -1172235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1172235.125000 Penalty: 4406.423340 Iteration 25Q: 3 clusters Score -1172235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1172235.125000 Penalty: 4406.423340 Iteration 26F: 3 clusters Score -1172235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 6198 members Mstep: Class 4 contains 123868 members Mstep: Class 5 contains 67172 members Mstep: Class 7 contains 97797 members Mstep: Class 9 contains 1548 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 15 contains 40250 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Entering Unmasked Estep Score: -106520688.000000 Penalty: 56478.437500 Splitting cluster 1 changes total score from -106520288.000000 to -106520688.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (6198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Entering Unmasked Estep Score: -971697.437500 Penalty: 2165.531494 Iteration 0F: 2 clusters Score -971697.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -966482.937500 Penalty: 4331.062988 Iteration 0F: 3 clusters Score -966482.9 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -968677.750000 Penalty: 4331.062988 Iteration 1F: 3 clusters Score -968677.8 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -971587.625000 Penalty: 4331.062988 Iteration 2F: 3 clusters Score -971587.6 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -977095.375000 Penalty: 4331.062988 Iteration 3F: 3 clusters Score -977095.4 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -979423.187500 Penalty: 4331.062988 Iteration 4F: 3 clusters Score -979423.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -979739.625000 Penalty: 4331.062988 Iteration 5Q: 3 clusters Score -979739.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -979810.312500 Penalty: 4331.062988 Iteration 6Q: 3 clusters Score -979810.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -979846.125000 Penalty: 4331.062988 Iteration 7Q: 3 clusters Score -979846.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -979865.500000 Penalty: 4331.062988 Iteration 8Q: 3 clusters Score -979865.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -979879.937500 Penalty: 4331.062988 Iteration 9Q: 3 clusters Score -979879.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -979883.000000 Penalty: 4331.062988 Iteration 10Q: 3 clusters Score -979883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -979887.625000 Penalty: 4331.062988 Iteration 11Q: 3 clusters Score -979887.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -979889.000000 Penalty: 4331.062988 Iteration 12Q: 3 clusters Score -979889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -979890.812500 Penalty: 4331.062988 Iteration 13Q: 3 clusters Score -979890.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -979892.625000 Penalty: 4331.062988 Iteration 14Q: 3 clusters Score -979892.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -979891.375000 Penalty: 4331.062988 Iteration 15Q: 3 clusters Score -979891.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -979891.625000 Penalty: 4331.062988 Iteration 16Q: 3 clusters Score -979891.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -979891.625000 Penalty: 4331.062988 Iteration 17F: 3 clusters Score -979891.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 123868 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 9 contains 1548 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 15 contains 40250 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Entering Unmasked Estep Score: -106527456.000000 Penalty: 59800.695312 Splitting cluster 3 changes total score from -106520288.000000 to -106527456.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 4 (123868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123868 members Entering Unmasked Estep Score: -20761560.000000 Penalty: 2908.289062 Iteration 0F: 2 clusters Score -2.076156e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61968 members Mstep: Class 2 contains 61900 members Entering Unmasked Estep Score: -20746790.000000 Penalty: 5816.578125 Iteration 0F: 3 clusters Score -2.074679e+07 nChanged 58999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61757 members Mstep: Class 2 contains 62111 members Entering Unmasked Estep Score: -20781444.000000 Penalty: 5816.578125 Iteration 1F: 3 clusters Score -2.078144e+07 nChanged 5080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61983 members Mstep: Class 2 contains 61885 members Entering Unmasked Estep Score: -20782528.000000 Penalty: 5816.578125 Iteration 2Q: 3 clusters Score -2.078253e+07 nChanged 5411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62774 members Mstep: Class 2 contains 61094 members Entering Unmasked Estep Score: -20784432.000000 Penalty: 5816.578125 Iteration 3Q: 3 clusters Score -2.078443e+07 nChanged 6191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64215 members Mstep: Class 2 contains 59653 members Entering Unmasked Estep Score: -20787416.000000 Penalty: 5816.578125 Iteration 4Q: 3 clusters Score -2.078742e+07 nChanged 7368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65983 members Mstep: Class 2 contains 57885 members Entering Unmasked Estep Score: -20791892.000000 Penalty: 5816.578125 Iteration 5F: 3 clusters Score -2.079189e+07 nChanged 8469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67866 members Mstep: Class 2 contains 56002 members Entering Unmasked Estep Score: -20798104.000000 Penalty: 5816.578125 Iteration 6F: 3 clusters Score -2.07981e+07 nChanged 9133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69639 members Mstep: Class 2 contains 54229 members Entering Unmasked Estep Score: -20804910.000000 Penalty: 5816.578125 Iteration 7F: 3 clusters Score -2.080491e+07 nChanged 8232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71089 members Mstep: Class 2 contains 52779 members Entering Unmasked Estep Score: -20810366.000000 Penalty: 5816.578125 Iteration 8F: 3 clusters Score -2.081037e+07 nChanged 6436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72155 members Mstep: Class 2 contains 51713 members Entering Unmasked Estep Score: -20814004.000000 Penalty: 5816.578125 Iteration 9F: 3 clusters Score -2.0814e+07 nChanged 4666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72819 members Mstep: Class 2 contains 51049 members Entering Unmasked Estep Score: -20816550.000000 Penalty: 5816.578125 Iteration 10Q: 3 clusters Score -2.081655e+07 nChanged 3741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73096 members Mstep: Class 2 contains 50772 members Entering Unmasked Estep Score: -20818520.000000 Penalty: 5816.578125 Iteration 11Q: 3 clusters Score -2.081852e+07 nChanged 3267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73107 members Mstep: Class 2 contains 50761 members Entering Unmasked Estep Score: -20820286.000000 Penalty: 5816.578125 Iteration 12Q: 3 clusters Score -2.082029e+07 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72913 members Mstep: Class 2 contains 50955 members Entering Unmasked Estep Score: -20821378.000000 Penalty: 5816.578125 Iteration 13Q: 3 clusters Score -2.082138e+07 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72579 members Mstep: Class 2 contains 51289 members Entering Unmasked Estep Score: -20822222.000000 Penalty: 5816.578125 Iteration 14Q: 3 clusters Score -2.082222e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72192 members Mstep: Class 2 contains 51676 members Entering Unmasked Estep Score: -20822682.000000 Penalty: 5816.578125 Iteration 15Q: 3 clusters Score -2.082268e+07 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71835 members Mstep: Class 2 contains 52033 members Entering Unmasked Estep Score: -20823138.000000 Penalty: 5816.578125 Iteration 16Q: 3 clusters Score -2.082314e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71477 members Mstep: Class 2 contains 52391 members Entering Unmasked Estep Score: -20823518.000000 Penalty: 5816.578125 Iteration 17Q: 3 clusters Score -2.082352e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71173 members Mstep: Class 2 contains 52695 members Entering Unmasked Estep Score: -20823780.000000 Penalty: 5816.578125 Iteration 18Q: 3 clusters Score -2.082378e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70858 members Mstep: Class 2 contains 53010 members Entering Unmasked Estep Score: -20824016.000000 Penalty: 5816.578125 Iteration 19Q: 3 clusters Score -2.082402e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70520 members Mstep: Class 2 contains 53348 members Entering Unmasked Estep Score: -20824174.000000 Penalty: 5816.578125 Iteration 20F: 3 clusters Score -2.082417e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70256 members Mstep: Class 2 contains 53612 members Entering Unmasked Estep Score: -20824266.000000 Penalty: 5816.578125 Iteration 21Q: 3 clusters Score -2.082427e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70027 members Mstep: Class 2 contains 53841 members Entering Unmasked Estep Score: -20824286.000000 Penalty: 5816.578125 Iteration 22Q: 3 clusters Score -2.082429e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69816 members Mstep: Class 2 contains 54052 members Entering Unmasked Estep Score: -20824382.000000 Penalty: 5816.578125 Iteration 23Q: 3 clusters Score -2.082438e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69641 members Mstep: Class 2 contains 54227 members Entering Unmasked Estep Score: -20824438.000000 Penalty: 5816.578125 Iteration 24Q: 3 clusters Score -2.082444e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69470 members Mstep: Class 2 contains 54398 members Entering Unmasked Estep Score: -20824502.000000 Penalty: 5816.578125 Iteration 25Q: 3 clusters Score -2.08245e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69345 members Mstep: Class 2 contains 54523 members Entering Unmasked Estep Score: -20824554.000000 Penalty: 5816.578125 Iteration 26Q: 3 clusters Score -2.082455e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69235 members Mstep: Class 2 contains 54633 members Entering Unmasked Estep Score: -20824566.000000 Penalty: 5816.578125 Iteration 27Q: 3 clusters Score -2.082457e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69141 members Mstep: Class 2 contains 54727 members Entering Unmasked Estep Score: -20824548.000000 Penalty: 5816.578125 Iteration 28Q: 3 clusters Score -2.082455e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69074 members Mstep: Class 2 contains 54794 members Entering Unmasked Estep Score: -20824592.000000 Penalty: 5816.578125 Iteration 29Q: 3 clusters Score -2.082459e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69008 members Mstep: Class 2 contains 54860 members Entering Unmasked Estep Score: -20824638.000000 Penalty: 5816.578125 Iteration 30Q: 3 clusters Score -2.082464e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68943 members Mstep: Class 2 contains 54925 members Entering Unmasked Estep Score: -20824634.000000 Penalty: 5816.578125 Iteration 31Q: 3 clusters Score -2.082463e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68894 members Mstep: Class 2 contains 54974 members Entering Unmasked Estep Score: -20824626.000000 Penalty: 5816.578125 Iteration 32Q: 3 clusters Score -2.082463e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68853 members Mstep: Class 2 contains 55015 members Entering Unmasked Estep Score: -20824630.000000 Penalty: 5816.578125 Iteration 33Q: 3 clusters Score -2.082463e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68816 members Mstep: Class 2 contains 55052 members Entering Unmasked Estep Score: -20824614.000000 Penalty: 5816.578125 Iteration 34Q: 3 clusters Score -2.082461e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68786 members Mstep: Class 2 contains 55082 members Entering Unmasked Estep Score: -20824628.000000 Penalty: 5816.578125 Iteration 35Q: 3 clusters Score -2.082463e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68763 members Mstep: Class 2 contains 55105 members Entering Unmasked Estep Score: -20824672.000000 Penalty: 5816.578125 Iteration 36Q: 3 clusters Score -2.082467e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68764 members Mstep: Class 2 contains 55104 members Entering Unmasked Estep Score: -20824680.000000 Penalty: 5816.578125 Iteration 37Q: 3 clusters Score -2.082468e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68765 members Mstep: Class 2 contains 55103 members Entering Unmasked Estep Score: -20824688.000000 Penalty: 5816.578125 Iteration 38Q: 3 clusters Score -2.082469e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68761 members Mstep: Class 2 contains 55107 members Entering Unmasked Estep Score: -20824664.000000 Penalty: 5816.578125 Iteration 39Q: 3 clusters Score -2.082466e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68753 members Mstep: Class 2 contains 55115 members Entering Unmasked Estep Score: -20824676.000000 Penalty: 5816.578125 Iteration 40F: 3 clusters Score -2.082468e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68748 members Mstep: Class 2 contains 55120 members Entering Unmasked Estep Score: -20824638.000000 Penalty: 5816.578125 Iteration 41Q: 3 clusters Score -2.082464e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68746 members Mstep: Class 2 contains 55122 members Entering Unmasked Estep Score: -20824662.000000 Penalty: 5816.578125 Iteration 42Q: 3 clusters Score -2.082466e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68742 members Mstep: Class 2 contains 55126 members Entering Unmasked Estep Score: -20824678.000000 Penalty: 5816.578125 Iteration 43Q: 3 clusters Score -2.082468e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68738 members Mstep: Class 2 contains 55130 members Entering Unmasked Estep Score: -20824656.000000 Penalty: 5816.578125 Iteration 44Q: 3 clusters Score -2.082466e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68734 members Mstep: Class 2 contains 55134 members Entering Unmasked Estep Score: -20824654.000000 Penalty: 5816.578125 Iteration 45Q: 3 clusters Score -2.082465e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68726 members Mstep: Class 2 contains 55142 members Entering Unmasked Estep Score: -20824670.000000 Penalty: 5816.578125 Iteration 46Q: 3 clusters Score -2.082467e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68727 members Mstep: Class 2 contains 55141 members Entering Unmasked Estep Score: -20824686.000000 Penalty: 5816.578125 Iteration 47Q: 3 clusters Score -2.082469e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68730 members Mstep: Class 2 contains 55138 members Entering Unmasked Estep Score: -20824670.000000 Penalty: 5816.578125 Iteration 48Q: 3 clusters Score -2.082467e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68731 members Mstep: Class 2 contains 55137 members Entering Unmasked Estep Score: -20824682.000000 Penalty: 5816.578125 Iteration 49Q: 3 clusters Score -2.082468e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68732 members Mstep: Class 2 contains 55136 members Entering Unmasked Estep Score: -20824684.000000 Penalty: 5816.578125 Iteration 50Q: 3 clusters Score -2.082468e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68731 members Mstep: Class 2 contains 55137 members Entering Unmasked Estep Score: -20824678.000000 Penalty: 5816.578125 Iteration 51Q: 3 clusters Score -2.082468e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68730 members Mstep: Class 2 contains 55138 members Entering Unmasked Estep Score: -20824672.000000 Penalty: 5816.578125 Iteration 52Q: 3 clusters Score -2.082467e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68730 members Mstep: Class 2 contains 55138 members Entering Unmasked Estep Score: -20824672.000000 Penalty: 5816.578125 Iteration 53F: 3 clusters Score -2.082467e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1548 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 15 contains 40250 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Entering Unmasked Estep Score: -106589400.000000 Penalty: 63122.957031 Splitting cluster 4 changes total score from -106520288.000000 to -106589400.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 5 (67172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67172 members Entering Unmasked Estep Score: -11137576.000000 Penalty: 2756.522949 Iteration 0F: 2 clusters Score -1.113758e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33743 members Mstep: Class 2 contains 33429 members Entering Unmasked Estep Score: -11092394.000000 Penalty: 5513.045898 Iteration 0F: 3 clusters Score -1.109239e+07 nChanged 31418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35053 members Mstep: Class 2 contains 32119 members Entering Unmasked Estep Score: -11110350.000000 Penalty: 5513.045898 Iteration 1F: 3 clusters Score -1.111035e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36030 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -11111617.000000 Penalty: 5513.045898 Iteration 2Q: 3 clusters Score -1.111162e+07 nChanged 3377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 29809 members Entering Unmasked Estep Score: -11113251.000000 Penalty: 5513.045898 Iteration 3F: 3 clusters Score -1.111325e+07 nChanged 3859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39292 members Mstep: Class 2 contains 27880 members Entering Unmasked Estep Score: -11115360.000000 Penalty: 5513.045898 Iteration 4F: 3 clusters Score -1.111536e+07 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42094 members Mstep: Class 2 contains 25078 members Entering Unmasked Estep Score: -11118066.000000 Penalty: 5513.045898 Iteration 5F: 3 clusters Score -1.111807e+07 nChanged 4664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45588 members Mstep: Class 2 contains 21584 members Entering Unmasked Estep Score: -11121335.000000 Penalty: 5513.045898 Iteration 6F: 3 clusters Score -1.112134e+07 nChanged 4787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49577 members Mstep: Class 2 contains 17595 members Entering Unmasked Estep Score: -11125001.000000 Penalty: 5513.045898 Iteration 7F: 3 clusters Score -1.1125e+07 nChanged 4329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53416 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -11128436.000000 Penalty: 5513.045898 Iteration 8F: 3 clusters Score -1.112844e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56662 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -11131377.000000 Penalty: 5513.045898 Iteration 9F: 3 clusters Score -1.113138e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59064 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -11133461.000000 Penalty: 5513.045898 Iteration 10Q: 3 clusters Score -1.113346e+07 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60590 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -11134931.000000 Penalty: 5513.045898 Iteration 11Q: 3 clusters Score -1.113493e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61551 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -11135782.000000 Penalty: 5513.045898 Iteration 12Q: 3 clusters Score -1.113578e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62128 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -11136325.000000 Penalty: 5513.045898 Iteration 13Q: 3 clusters Score -1.113632e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62512 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -11136718.000000 Penalty: 5513.045898 Iteration 14Q: 3 clusters Score -1.113672e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62768 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -11136922.000000 Penalty: 5513.045898 Iteration 15Q: 3 clusters Score -1.113692e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62913 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -11137047.000000 Penalty: 5513.045898 Iteration 16Q: 3 clusters Score -1.113705e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63015 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -11137118.000000 Penalty: 5513.045898 Iteration 17Q: 3 clusters Score -1.113712e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63074 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -11137148.000000 Penalty: 5513.045898 Iteration 18Q: 3 clusters Score -1.113715e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63114 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -11137207.000000 Penalty: 5513.045898 Iteration 19Q: 3 clusters Score -1.113721e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63147 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -11137221.000000 Penalty: 5513.045898 Iteration 20F: 3 clusters Score -1.113722e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63177 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -11137245.000000 Penalty: 5513.045898 Iteration 21Q: 3 clusters Score -1.113724e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63199 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -11137260.000000 Penalty: 5513.045898 Iteration 22Q: 3 clusters Score -1.113726e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63223 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -11137269.000000 Penalty: 5513.045898 Iteration 23Q: 3 clusters Score -1.113727e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63245 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -11137278.000000 Penalty: 5513.045898 Iteration 24Q: 3 clusters Score -1.113728e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63267 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -11137292.000000 Penalty: 5513.045898 Iteration 25Q: 3 clusters Score -1.113729e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63285 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -11137296.000000 Penalty: 5513.045898 Iteration 26Q: 3 clusters Score -1.11373e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63302 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -11137306.000000 Penalty: 5513.045898 Iteration 27Q: 3 clusters Score -1.113731e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63315 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -11137333.000000 Penalty: 5513.045898 Iteration 28Q: 3 clusters Score -1.113733e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63327 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -11137354.000000 Penalty: 5513.045898 Iteration 29Q: 3 clusters Score -1.113735e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63338 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -11137361.000000 Penalty: 5513.045898 Iteration 30Q: 3 clusters Score -1.113736e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63348 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -11137364.000000 Penalty: 5513.045898 Iteration 31Q: 3 clusters Score -1.113736e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63358 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -11137370.000000 Penalty: 5513.045898 Iteration 32Q: 3 clusters Score -1.113737e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63366 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -11137365.000000 Penalty: 5513.045898 Iteration 33Q: 3 clusters Score -1.113736e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63377 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -11137367.000000 Penalty: 5513.045898 Iteration 34Q: 3 clusters Score -1.113737e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63379 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -11137361.000000 Penalty: 5513.045898 Iteration 35Q: 3 clusters Score -1.113736e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63381 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -11137383.000000 Penalty: 5513.045898 Iteration 36Q: 3 clusters Score -1.113738e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63387 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -11137384.000000 Penalty: 5513.045898 Iteration 37Q: 3 clusters Score -1.113738e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63392 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -11137368.000000 Penalty: 5513.045898 Iteration 38Q: 3 clusters Score -1.113737e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -11137358.000000 Penalty: 5513.045898 Iteration 39Q: 3 clusters Score -1.113736e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -11137375.000000 Penalty: 5513.045898 Iteration 40F: 3 clusters Score -1.113738e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63393 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -11137364.000000 Penalty: 5513.045898 Iteration 41Q: 3 clusters Score -1.113736e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63396 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -11137370.000000 Penalty: 5513.045898 Iteration 42Q: 3 clusters Score -1.113737e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63395 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -11137370.000000 Penalty: 5513.045898 Iteration 43Q: 3 clusters Score -1.113737e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63394 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -11137366.000000 Penalty: 5513.045898 Iteration 44Q: 3 clusters Score -1.113737e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63394 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -11137366.000000 Penalty: 5513.045898 Iteration 45F: 3 clusters Score -1.113737e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (97797 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97797 members Entering Unmasked Estep Score: -16097733.000000 Penalty: 2849.680908 Iteration 0F: 2 clusters Score -1.609773e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49119 members Mstep: Class 2 contains 48678 members Entering Unmasked Estep Score: -16039452.000000 Penalty: 5699.361816 Iteration 0F: 3 clusters Score -1.603945e+07 nChanged 46136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52323 members Mstep: Class 2 contains 45474 members Entering Unmasked Estep Score: -16066598.000000 Penalty: 5699.361816 Iteration 1F: 3 clusters Score -1.60666e+07 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54747 members Mstep: Class 2 contains 43050 members Entering Unmasked Estep Score: -16068171.000000 Penalty: 5699.361816 Iteration 2Q: 3 clusters Score -1.606817e+07 nChanged 5172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58339 members Mstep: Class 2 contains 39458 members Entering Unmasked Estep Score: -16070647.000000 Penalty: 5699.361816 Iteration 3F: 3 clusters Score -1.607065e+07 nChanged 6521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63286 members Mstep: Class 2 contains 34511 members Entering Unmasked Estep Score: -16074669.000000 Penalty: 5699.361816 Iteration 4F: 3 clusters Score -1.607467e+07 nChanged 7347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69059 members Mstep: Class 2 contains 28738 members Entering Unmasked Estep Score: -16079125.000000 Penalty: 5699.361816 Iteration 5F: 3 clusters Score -1.607912e+07 nChanged 7049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74760 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -16083372.000000 Penalty: 5699.361816 Iteration 6F: 3 clusters Score -1.608337e+07 nChanged 6099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79903 members Mstep: Class 2 contains 17894 members Entering Unmasked Estep Score: -16086927.000000 Penalty: 5699.361816 Iteration 7F: 3 clusters Score -1.608693e+07 nChanged 4861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84292 members Mstep: Class 2 contains 13505 members Entering Unmasked Estep Score: -16089561.000000 Penalty: 5699.361816 Iteration 8Q: 3 clusters Score -1.608956e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88006 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -16091770.000000 Penalty: 5699.361816 Iteration 9Q: 3 clusters Score -1.609177e+07 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91039 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -16093469.000000 Penalty: 5699.361816 Iteration 10Q: 3 clusters Score -1.609347e+07 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93226 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -16094666.000000 Penalty: 5699.361816 Iteration 11Q: 3 clusters Score -1.609467e+07 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94729 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -16095291.000000 Penalty: 5699.361816 Iteration 12Q: 3 clusters Score -1.609529e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95665 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -16095512.000000 Penalty: 5699.361816 Iteration 13Q: 3 clusters Score -1.609551e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96216 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -16095658.000000 Penalty: 5699.361816 Iteration 14Q: 3 clusters Score -1.609566e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96519 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -16095684.000000 Penalty: 5699.361816 Iteration 15Q: 3 clusters Score -1.609568e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96681 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -16095732.000000 Penalty: 5699.361816 Iteration 16Q: 3 clusters Score -1.609573e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96796 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -16095761.000000 Penalty: 5699.361816 Iteration 17Q: 3 clusters Score -1.609576e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96879 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -16095734.000000 Penalty: 5699.361816 Iteration 18Q: 3 clusters Score -1.609573e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96938 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -16095731.000000 Penalty: 5699.361816 Iteration 19Q: 3 clusters Score -1.609573e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96984 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -16095778.000000 Penalty: 5699.361816 Iteration 20F: 3 clusters Score -1.609578e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97013 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -16095765.000000 Penalty: 5699.361816 Iteration 21Q: 3 clusters Score -1.609576e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97036 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -16095795.000000 Penalty: 5699.361816 Iteration 22Q: 3 clusters Score -1.60958e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97043 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -16095825.000000 Penalty: 5699.361816 Iteration 23Q: 3 clusters Score -1.609582e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97044 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -16095826.000000 Penalty: 5699.361816 Iteration 24Q: 3 clusters Score -1.609583e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97054 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -16095826.000000 Penalty: 5699.361816 Iteration 25Q: 3 clusters Score -1.609583e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97060 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -16095825.000000 Penalty: 5699.361816 Iteration 26Q: 3 clusters Score -1.609582e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97064 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -16095818.000000 Penalty: 5699.361816 Iteration 27Q: 3 clusters Score -1.609582e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97067 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -16095823.000000 Penalty: 5699.361816 Iteration 28Q: 3 clusters Score -1.609582e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97068 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -16095827.000000 Penalty: 5699.361816 Iteration 29Q: 3 clusters Score -1.609583e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97071 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -16095825.000000 Penalty: 5699.361816 Iteration 30Q: 3 clusters Score -1.609582e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97076 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -16095827.000000 Penalty: 5699.361816 Iteration 31Q: 3 clusters Score -1.609583e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97079 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -16095830.000000 Penalty: 5699.361816 Iteration 32Q: 3 clusters Score -1.609583e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97081 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -16095825.000000 Penalty: 5699.361816 Iteration 33Q: 3 clusters Score -1.609582e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97084 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -16095828.000000 Penalty: 5699.361816 Iteration 34Q: 3 clusters Score -1.609583e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97091 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -16095833.000000 Penalty: 5699.361816 Iteration 35Q: 3 clusters Score -1.609583e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97094 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -16095839.000000 Penalty: 5699.361816 Iteration 36Q: 3 clusters Score -1.609584e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97096 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -16095833.000000 Penalty: 5699.361816 Iteration 37Q: 3 clusters Score -1.609583e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97096 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -16095823.000000 Penalty: 5699.361816 Iteration 38Q: 3 clusters Score -1.609582e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97099 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -16095829.000000 Penalty: 5699.361816 Iteration 39Q: 3 clusters Score -1.609583e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97101 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -16095828.000000 Penalty: 5699.361816 Iteration 40F: 3 clusters Score -1.609583e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97101 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -16095827.000000 Penalty: 5699.361816 Iteration 41Q: 3 clusters Score -1.609583e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97100 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -16095839.000000 Penalty: 5699.361816 Iteration 42Q: 3 clusters Score -1.609584e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97100 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -16095839.000000 Penalty: 5699.361816 Iteration 43F: 3 clusters Score -1.609584e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Entering Unmasked Estep Score: -217274.562500 Penalty: 1821.490234 Iteration 0F: 2 clusters Score -217274.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -215285.343750 Penalty: 3642.980469 Iteration 0F: 3 clusters Score -215285.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -216984.390625 Penalty: 3642.980469 Iteration 1F: 3 clusters Score -216984.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -218618.703125 Penalty: 3642.980469 Iteration 2F: 3 clusters Score -218618.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -219191.921875 Penalty: 3642.980469 Iteration 3F: 3 clusters Score -219191.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -219395.671875 Penalty: 3642.980469 Iteration 4Q: 3 clusters Score -219395.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -219441.968750 Penalty: 3642.980469 Iteration 5Q: 3 clusters Score -219442 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -219461.390625 Penalty: 3642.980469 Iteration 6Q: 3 clusters Score -219461.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -219470.296875 Penalty: 3642.980469 Iteration 7Q: 3 clusters Score -219470.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -219472.453125 Penalty: 3642.980469 Iteration 8Q: 3 clusters Score -219472.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -219474.234375 Penalty: 3642.980469 Iteration 9Q: 3 clusters Score -219474.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -219475.046875 Penalty: 3642.980469 Iteration 10Q: 3 clusters Score -219475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -219475.828125 Penalty: 3642.980469 Iteration 11F: 3 clusters Score -219475.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -219479.000000 Penalty: 3642.980469 Iteration 12Q: 3 clusters Score -219479 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -219482.718750 Penalty: 3642.980469 Iteration 13Q: 3 clusters Score -219482.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -219485.234375 Penalty: 3642.980469 Iteration 14Q: 3 clusters Score -219485.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -219486.156250 Penalty: 3642.980469 Iteration 15Q: 3 clusters Score -219486.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -219486.156250 Penalty: 3642.980469 Iteration 16F: 3 clusters Score -219486.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 2691 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 40250 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Entering Unmasked Estep Score: -106590128.000000 Penalty: 66445.218750 Splitting cluster 9 changes total score from -106520288.000000 to -106590128.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 10 (2691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Entering Unmasked Estep Score: -398579.312500 Penalty: 1958.621704 Iteration 0F: 2 clusters Score -398579.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -395752.781250 Penalty: 3917.243408 Iteration 0F: 3 clusters Score -395752.8 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -397745.593750 Penalty: 3917.243408 Iteration 1F: 3 clusters Score -397745.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -399163.156250 Penalty: 3917.243408 Iteration 2F: 3 clusters Score -399163.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -400287.656250 Penalty: 3917.243408 Iteration 3F: 3 clusters Score -400287.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -401315.875000 Penalty: 3917.243408 Iteration 4F: 3 clusters Score -401315.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -401543.000000 Penalty: 3917.243408 Iteration 5Q: 3 clusters Score -401543 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -401605.437500 Penalty: 3917.243408 Iteration 6Q: 3 clusters Score -401605.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -401636.562500 Penalty: 3917.243408 Iteration 7Q: 3 clusters Score -401636.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -401662.812500 Penalty: 3917.243408 Iteration 8Q: 3 clusters Score -401662.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -401685.093750 Penalty: 3917.243408 Iteration 9Q: 3 clusters Score -401685.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -401715.718750 Penalty: 3917.243408 Iteration 10Q: 3 clusters Score -401715.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -401738.406250 Penalty: 3917.243408 Iteration 11Q: 3 clusters Score -401738.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -401754.218750 Penalty: 3917.243408 Iteration 12Q: 3 clusters Score -401754.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -401779.687500 Penalty: 3917.243408 Iteration 13Q: 3 clusters Score -401779.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -401816.843750 Penalty: 3917.243408 Iteration 14Q: 3 clusters Score -401816.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -401854.406250 Penalty: 3917.243408 Iteration 15Q: 3 clusters Score -401854.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -401875.593750 Penalty: 3917.243408 Iteration 16Q: 3 clusters Score -401875.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -401890.843750 Penalty: 3917.243408 Iteration 17Q: 3 clusters Score -401890.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -401901.031250 Penalty: 3917.243408 Iteration 18Q: 3 clusters Score -401901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -401906.468750 Penalty: 3917.243408 Iteration 19Q: 3 clusters Score -401906.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -401910.468750 Penalty: 3917.243408 Iteration 20F: 3 clusters Score -401910.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -401912.531250 Penalty: 3917.243408 Iteration 21Q: 3 clusters Score -401912.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -401912.531250 Penalty: 3917.243408 Iteration 22F: 3 clusters Score -401912.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 40250 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 1347 members Entering Unmasked Estep Score: -106591624.000000 Penalty: 69767.476562 Splitting cluster 10 changes total score from -106520288.000000 to -106591624.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (6893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Entering Unmasked Estep Score: -1039779.375000 Penalty: 2191.888916 Iteration 0F: 2 clusters Score -1039779 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 3423 members Entering Unmasked Estep Score: -1034097.687500 Penalty: 4383.777832 Iteration 0F: 3 clusters Score -1034098 nChanged 2796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1036004.125000 Penalty: 4383.777832 Iteration 1F: 3 clusters Score -1036004 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1036739.062500 Penalty: 4383.777832 Iteration 2F: 3 clusters Score -1036739 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1037399.500000 Penalty: 4383.777832 Iteration 3F: 3 clusters Score -1037400 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1037986.375000 Penalty: 4383.777832 Iteration 4F: 3 clusters Score -1037986 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1038451.250000 Penalty: 4383.777832 Iteration 5F: 3 clusters Score -1038451 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1038818.750000 Penalty: 4383.777832 Iteration 6F: 3 clusters Score -1038819 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1039135.812500 Penalty: 4383.777832 Iteration 7Q: 3 clusters Score -1039136 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1039413.437500 Penalty: 4383.777832 Iteration 8Q: 3 clusters Score -1039413 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1039551.375000 Penalty: 4383.777832 Iteration 9Q: 3 clusters Score -1039551 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1039627.937500 Penalty: 4383.777832 Iteration 10Q: 3 clusters Score -1039628 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1039664.375000 Penalty: 4383.777832 Iteration 11Q: 3 clusters Score -1039664 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1039694.000000 Penalty: 4383.777832 Iteration 12Q: 3 clusters Score -1039694 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1039711.062500 Penalty: 4383.777832 Iteration 13Q: 3 clusters Score -1039711 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1039720.687500 Penalty: 4383.777832 Iteration 14Q: 3 clusters Score -1039721 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1039733.125000 Penalty: 4383.777832 Iteration 15Q: 3 clusters Score -1039733 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1039736.562500 Penalty: 4383.777832 Iteration 16Q: 3 clusters Score -1039737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1039736.562500 Penalty: 4383.777832 Iteration 17Q: 3 clusters Score -1039737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1039735.937500 Penalty: 4383.777832 Iteration 18Q: 3 clusters Score -1039736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1039736.625000 Penalty: 4383.777832 Iteration 19Q: 3 clusters Score -1039737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1039736.625000 Penalty: 4383.777832 Iteration 20F: 3 clusters Score -1039737 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Entering Unmasked Estep Score: -1988645.750000 Penalty: 2329.359375 Iteration 0F: 2 clusters Score -1988646 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1979810.625000 Penalty: 4658.718750 Iteration 0F: 3 clusters Score -1979811 nChanged 5078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -1982596.000000 Penalty: 4658.718750 Iteration 1F: 3 clusters Score -1982596 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1982928.125000 Penalty: 4658.718750 Iteration 2F: 3 clusters Score -1982928 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1983225.750000 Penalty: 4658.718750 Iteration 3F: 3 clusters Score -1983226 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1983577.375000 Penalty: 4658.718750 Iteration 4Q: 3 clusters Score -1983577 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1984050.250000 Penalty: 4658.718750 Iteration 5F: 3 clusters Score -1984050 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -1984635.750000 Penalty: 4658.718750 Iteration 6F: 3 clusters Score -1984636 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -1985311.375000 Penalty: 4658.718750 Iteration 7F: 3 clusters Score -1985311 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -1985947.125000 Penalty: 4658.718750 Iteration 8F: 3 clusters Score -1985947 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -1986377.375000 Penalty: 4658.718750 Iteration 9F: 3 clusters Score -1986377 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -1986621.500000 Penalty: 4658.718750 Iteration 10Q: 3 clusters Score -1986622 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1986751.625000 Penalty: 4658.718750 Iteration 11Q: 3 clusters Score -1986752 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -1986824.500000 Penalty: 4658.718750 Iteration 12Q: 3 clusters Score -1986824 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1986865.625000 Penalty: 4658.718750 Iteration 13Q: 3 clusters Score -1986866 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1986903.000000 Penalty: 4658.718750 Iteration 14Q: 3 clusters Score -1986903 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1986921.625000 Penalty: 4658.718750 Iteration 15Q: 3 clusters Score -1986922 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -1986941.750000 Penalty: 4658.718750 Iteration 16Q: 3 clusters Score -1986942 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1986959.750000 Penalty: 4658.718750 Iteration 17Q: 3 clusters Score -1986960 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1986980.125000 Penalty: 4658.718750 Iteration 18Q: 3 clusters Score -1986980 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1986987.750000 Penalty: 4658.718750 Iteration 19Q: 3 clusters Score -1986988 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1986998.750000 Penalty: 4658.718750 Iteration 20F: 3 clusters Score -1986999 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1987006.000000 Penalty: 4658.718750 Iteration 21Q: 3 clusters Score -1987006 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1987016.875000 Penalty: 4658.718750 Iteration 22Q: 3 clusters Score -1987017 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1987024.250000 Penalty: 4658.718750 Iteration 23Q: 3 clusters Score -1987024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1987025.000000 Penalty: 4658.718750 Iteration 24Q: 3 clusters Score -1987025 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1987031.875000 Penalty: 4658.718750 Iteration 25Q: 3 clusters Score -1987032 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1987029.875000 Penalty: 4658.718750 Iteration 26Q: 3 clusters Score -1987030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1987033.625000 Penalty: 4658.718750 Iteration 27Q: 3 clusters Score -1987034 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1987036.750000 Penalty: 4658.718750 Iteration 28Q: 3 clusters Score -1987037 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1987042.125000 Penalty: 4658.718750 Iteration 29Q: 3 clusters Score -1987042 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -1987048.875000 Penalty: 4658.718750 Iteration 30Q: 3 clusters Score -1987049 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1987050.750000 Penalty: 4658.718750 Iteration 31Q: 3 clusters Score -1987051 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1987065.125000 Penalty: 4658.718750 Iteration 32Q: 3 clusters Score -1987065 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1987067.000000 Penalty: 4658.718750 Iteration 33Q: 3 clusters Score -1987067 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1987067.625000 Penalty: 4658.718750 Iteration 34Q: 3 clusters Score -1987068 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1987069.250000 Penalty: 4658.718750 Iteration 35Q: 3 clusters Score -1987069 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1987072.375000 Penalty: 4658.718750 Iteration 36Q: 3 clusters Score -1987072 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1987074.000000 Penalty: 4658.718750 Iteration 37Q: 3 clusters Score -1987074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1987076.250000 Penalty: 4658.718750 Iteration 38Q: 3 clusters Score -1987076 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1987076.250000 Penalty: 4658.718750 Iteration 39Q: 3 clusters Score -1987076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1987077.875000 Penalty: 4658.718750 Iteration 40F: 3 clusters Score -1987078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1987079.250000 Penalty: 4658.718750 Iteration 41Q: 3 clusters Score -1987079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1987082.250000 Penalty: 4658.718750 Iteration 42Q: 3 clusters Score -1987082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1987080.375000 Penalty: 4658.718750 Iteration 43Q: 3 clusters Score -1987080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1987080.375000 Penalty: 4658.718750 Iteration 44F: 3 clusters Score -1987080 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (33185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33185 members Entering Unmasked Estep Score: -5483949.500000 Penalty: 2581.643555 Iteration 0F: 2 clusters Score -5483950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16676 members Mstep: Class 2 contains 16509 members Entering Unmasked Estep Score: -5461534.000000 Penalty: 5163.287109 Iteration 0F: 3 clusters Score -5461534 nChanged 15009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -5469663.000000 Penalty: 5163.287109 Iteration 1F: 3 clusters Score -5469663 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 15331 members Entering Unmasked Estep Score: -5470325.000000 Penalty: 5163.287109 Iteration 2F: 3 clusters Score -5470325 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18770 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -5471095.000000 Penalty: 5163.287109 Iteration 3F: 3 clusters Score -5471095 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20034 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -5472295.000000 Penalty: 5163.287109 Iteration 4F: 3 clusters Score -5472295 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21642 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -5473982.000000 Penalty: 5163.287109 Iteration 5F: 3 clusters Score -5473982 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23410 members Mstep: Class 2 contains 9775 members Entering Unmasked Estep Score: -5475816.000000 Penalty: 5163.287109 Iteration 6F: 3 clusters Score -5475816 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24964 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -5477260.500000 Penalty: 5163.287109 Iteration 7F: 3 clusters Score -5477260 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26339 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -5478469.500000 Penalty: 5163.287109 Iteration 8F: 3 clusters Score -5478470 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27500 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -5479333.500000 Penalty: 5163.287109 Iteration 9Q: 3 clusters Score -5479334 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28486 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -5480005.000000 Penalty: 5163.287109 Iteration 10Q: 3 clusters Score -5480005 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29329 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -5480553.000000 Penalty: 5163.287109 Iteration 11Q: 3 clusters Score -5480553 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -5480982.500000 Penalty: 5163.287109 Iteration 12Q: 3 clusters Score -5480982 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30554 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -5481278.500000 Penalty: 5163.287109 Iteration 13Q: 3 clusters Score -5481278 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30949 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -5481486.500000 Penalty: 5163.287109 Iteration 14Q: 3 clusters Score -5481486 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31257 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -5481616.500000 Penalty: 5163.287109 Iteration 15Q: 3 clusters Score -5481616 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31497 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -5481718.500000 Penalty: 5163.287109 Iteration 16Q: 3 clusters Score -5481718 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31670 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -5481774.000000 Penalty: 5163.287109 Iteration 17Q: 3 clusters Score -5481774 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31798 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -5481834.500000 Penalty: 5163.287109 Iteration 18Q: 3 clusters Score -5481834 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31901 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -5481868.500000 Penalty: 5163.287109 Iteration 19Q: 3 clusters Score -5481868 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31974 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -5481891.000000 Penalty: 5163.287109 Iteration 20F: 3 clusters Score -5481891 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32020 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -5481903.000000 Penalty: 5163.287109 Iteration 21Q: 3 clusters Score -5481903 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32058 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -5481926.500000 Penalty: 5163.287109 Iteration 22Q: 3 clusters Score -5481926 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32099 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -5481932.500000 Penalty: 5163.287109 Iteration 23Q: 3 clusters Score -5481932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32132 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -5481947.500000 Penalty: 5163.287109 Iteration 24Q: 3 clusters Score -5481948 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32161 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -5481957.000000 Penalty: 5163.287109 Iteration 25Q: 3 clusters Score -5481957 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32179 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -5481973.500000 Penalty: 5163.287109 Iteration 26Q: 3 clusters Score -5481974 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32197 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -5481972.500000 Penalty: 5163.287109 Iteration 27Q: 3 clusters Score -5481972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32210 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -5481981.500000 Penalty: 5163.287109 Iteration 28Q: 3 clusters Score -5481982 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32224 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -5481993.500000 Penalty: 5163.287109 Iteration 29Q: 3 clusters Score -5481994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32233 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -5481996.000000 Penalty: 5163.287109 Iteration 30Q: 3 clusters Score -5481996 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32241 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -5481997.500000 Penalty: 5163.287109 Iteration 31Q: 3 clusters Score -5481998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32247 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -5481997.500000 Penalty: 5163.287109 Iteration 32Q: 3 clusters Score -5481998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32254 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -5481996.000000 Penalty: 5163.287109 Iteration 33Q: 3 clusters Score -5481996 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32266 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -5482003.500000 Penalty: 5163.287109 Iteration 34Q: 3 clusters Score -5482004 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32275 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -5482009.500000 Penalty: 5163.287109 Iteration 35Q: 3 clusters Score -5482010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32283 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -5482008.000000 Penalty: 5163.287109 Iteration 36Q: 3 clusters Score -5482008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32291 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -5482007.500000 Penalty: 5163.287109 Iteration 37Q: 3 clusters Score -5482008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32294 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -5482004.500000 Penalty: 5163.287109 Iteration 38Q: 3 clusters Score -5482004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32297 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -5482009.500000 Penalty: 5163.287109 Iteration 39Q: 3 clusters Score -5482010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32303 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -5482006.500000 Penalty: 5163.287109 Iteration 40F: 3 clusters Score -5482006 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32310 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -5482014.500000 Penalty: 5163.287109 Iteration 41Q: 3 clusters Score -5482014 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32321 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -5482017.500000 Penalty: 5163.287109 Iteration 42Q: 3 clusters Score -5482018 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32333 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -5482017.000000 Penalty: 5163.287109 Iteration 43Q: 3 clusters Score -5482017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32338 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -5482022.500000 Penalty: 5163.287109 Iteration 44Q: 3 clusters Score -5482022 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32344 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -5482024.500000 Penalty: 5163.287109 Iteration 45Q: 3 clusters Score -5482024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32348 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -5482034.500000 Penalty: 5163.287109 Iteration 46Q: 3 clusters Score -5482034 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32354 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -5482038.000000 Penalty: 5163.287109 Iteration 47Q: 3 clusters Score -5482038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32362 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -5482052.500000 Penalty: 5163.287109 Iteration 48Q: 3 clusters Score -5482052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32364 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -5482055.500000 Penalty: 5163.287109 Iteration 49Q: 3 clusters Score -5482056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32365 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -5482055.500000 Penalty: 5163.287109 Iteration 50Q: 3 clusters Score -5482056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32365 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -5482055.500000 Penalty: 5163.287109 Iteration 51F: 3 clusters Score -5482056 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (40250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40250 members Entering Unmasked Estep Score: -6357039.000000 Penalty: 2629.510498 Iteration 0F: 2 clusters Score -6357039 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20281 members Mstep: Class 2 contains 19969 members Entering Unmasked Estep Score: -6329826.500000 Penalty: 5259.020996 Iteration 0F: 3 clusters Score -6329826 nChanged 18395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21734 members Mstep: Class 2 contains 18516 members Entering Unmasked Estep Score: -6341947.500000 Penalty: 5259.020996 Iteration 1F: 3 clusters Score -6341948 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 17774 members Entering Unmasked Estep Score: -6346551.000000 Penalty: 5259.020996 Iteration 2F: 3 clusters Score -6346551 nChanged 3848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22280 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -6350918.500000 Penalty: 5259.020996 Iteration 3F: 3 clusters Score -6350918 nChanged 3592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21192 members Mstep: Class 2 contains 19058 members Entering Unmasked Estep Score: -6353821.500000 Penalty: 5259.020996 Iteration 4F: 3 clusters Score -6353822 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 20605 members Entering Unmasked Estep Score: -6355955.000000 Penalty: 5259.020996 Iteration 5F: 3 clusters Score -6355955 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17782 members Mstep: Class 2 contains 22468 members Entering Unmasked Estep Score: -6357810.000000 Penalty: 5259.020996 Iteration 6F: 3 clusters Score -6357810 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 24575 members Entering Unmasked Estep Score: -6359622.000000 Penalty: 5259.020996 Iteration 7F: 3 clusters Score -6359622 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 26556 members Entering Unmasked Estep Score: -6361235.500000 Penalty: 5259.020996 Iteration 8F: 3 clusters Score -6361236 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 28448 members Entering Unmasked Estep Score: -6362797.500000 Penalty: 5259.020996 Iteration 9Q: 3 clusters Score -6362798 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 30018 members Entering Unmasked Estep Score: -6364057.500000 Penalty: 5259.020996 Iteration 10Q: 3 clusters Score -6364058 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 31247 members Entering Unmasked Estep Score: -6365086.000000 Penalty: 5259.020996 Iteration 11Q: 3 clusters Score -6365086 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 32226 members Entering Unmasked Estep Score: -6365956.500000 Penalty: 5259.020996 Iteration 12Q: 3 clusters Score -6365956 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 32927 members Entering Unmasked Estep Score: -6366536.500000 Penalty: 5259.020996 Iteration 13Q: 3 clusters Score -6366536 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 33432 members Entering Unmasked Estep Score: -6366858.000000 Penalty: 5259.020996 Iteration 14Q: 3 clusters Score -6366858 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 33792 members Entering Unmasked Estep Score: -6367079.500000 Penalty: 5259.020996 Iteration 15Q: 3 clusters Score -6367080 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 34021 members Entering Unmasked Estep Score: -6367194.500000 Penalty: 5259.020996 Iteration 16Q: 3 clusters Score -6367194 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 34162 members Entering Unmasked Estep Score: -6367237.000000 Penalty: 5259.020996 Iteration 17Q: 3 clusters Score -6367237 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 34263 members Entering Unmasked Estep Score: -6367254.000000 Penalty: 5259.020996 Iteration 18Q: 3 clusters Score -6367254 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 34335 members Entering Unmasked Estep Score: -6367249.500000 Penalty: 5259.020996 Iteration 19Q: 3 clusters Score -6367250 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 34395 members Entering Unmasked Estep Score: -6367267.500000 Penalty: 5259.020996 Iteration 20F: 3 clusters Score -6367268 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 34437 members Entering Unmasked Estep Score: -6367264.000000 Penalty: 5259.020996 Iteration 21Q: 3 clusters Score -6367264 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 34473 members Entering Unmasked Estep Score: -6367272.000000 Penalty: 5259.020996 Iteration 22Q: 3 clusters Score -6367272 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 34495 members Entering Unmasked Estep Score: -6367271.500000 Penalty: 5259.020996 Iteration 23Q: 3 clusters Score -6367272 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 34523 members Entering Unmasked Estep Score: -6367258.500000 Penalty: 5259.020996 Iteration 24Q: 3 clusters Score -6367258 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 34540 members Entering Unmasked Estep Score: -6367275.000000 Penalty: 5259.020996 Iteration 25Q: 3 clusters Score -6367275 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 34550 members Entering Unmasked Estep Score: -6367266.500000 Penalty: 5259.020996 Iteration 26Q: 3 clusters Score -6367266 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 34564 members Entering Unmasked Estep Score: -6367269.500000 Penalty: 5259.020996 Iteration 27Q: 3 clusters Score -6367270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 34569 members Entering Unmasked Estep Score: -6367272.500000 Penalty: 5259.020996 Iteration 28Q: 3 clusters Score -6367272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 34574 members Entering Unmasked Estep Score: -6367280.500000 Penalty: 5259.020996 Iteration 29Q: 3 clusters Score -6367280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 34581 members Entering Unmasked Estep Score: -6367279.000000 Penalty: 5259.020996 Iteration 30Q: 3 clusters Score -6367279 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 34589 members Entering Unmasked Estep Score: -6367269.500000 Penalty: 5259.020996 Iteration 31Q: 3 clusters Score -6367270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 34593 members Entering Unmasked Estep Score: -6367271.500000 Penalty: 5259.020996 Iteration 32Q: 3 clusters Score -6367272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 34594 members Entering Unmasked Estep Score: -6367274.000000 Penalty: 5259.020996 Iteration 33Q: 3 clusters Score -6367274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 34596 members Entering Unmasked Estep Score: -6367273.500000 Penalty: 5259.020996 Iteration 34Q: 3 clusters Score -6367274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 34598 members Entering Unmasked Estep Score: -6367276.000000 Penalty: 5259.020996 Iteration 35Q: 3 clusters Score -6367276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 34599 members Entering Unmasked Estep Score: -6367278.500000 Penalty: 5259.020996 Iteration 36Q: 3 clusters Score -6367278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 34600 members Entering Unmasked Estep Score: -6367273.500000 Penalty: 5259.020996 Iteration 37Q: 3 clusters Score -6367274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 34600 members Entering Unmasked Estep Score: -6367273.500000 Penalty: 5259.020996 Iteration 38F: 3 clusters Score -6367274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 133275 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 34600 members Entering Unmasked Estep Score: -106601776.000000 Penalty: 73089.742188 Splitting cluster 15 changes total score from -106520288.000000 to -106601776.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 16 (133275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133275 members Entering Unmasked Estep Score: -21329720.000000 Penalty: 2926.442139 Iteration 0F: 2 clusters Score -2.132972e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66590 members Mstep: Class 2 contains 66685 members Entering Unmasked Estep Score: -21284042.000000 Penalty: 5852.884277 Iteration 0F: 3 clusters Score -2.128404e+07 nChanged 63604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65890 members Mstep: Class 2 contains 67385 members Entering Unmasked Estep Score: -21323420.000000 Penalty: 5852.884277 Iteration 1F: 3 clusters Score -2.132342e+07 nChanged 7679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64235 members Mstep: Class 2 contains 69040 members Entering Unmasked Estep Score: -21328144.000000 Penalty: 5852.884277 Iteration 2F: 3 clusters Score -2.132814e+07 nChanged 9621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61576 members Mstep: Class 2 contains 71699 members Entering Unmasked Estep Score: -21335460.000000 Penalty: 5852.884277 Iteration 3F: 3 clusters Score -2.133546e+07 nChanged 11358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58030 members Mstep: Class 2 contains 75245 members Entering Unmasked Estep Score: -21345446.000000 Penalty: 5852.884277 Iteration 4F: 3 clusters Score -2.134545e+07 nChanged 11696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54150 members Mstep: Class 2 contains 79125 members Entering Unmasked Estep Score: -21355886.000000 Penalty: 5852.884277 Iteration 5F: 3 clusters Score -2.135589e+07 nChanged 9827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50865 members Mstep: Class 2 contains 82410 members Entering Unmasked Estep Score: -21363274.000000 Penalty: 5852.884277 Iteration 6F: 3 clusters Score -2.136327e+07 nChanged 6979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48270 members Mstep: Class 2 contains 85005 members Entering Unmasked Estep Score: -21367450.000000 Penalty: 5852.884277 Iteration 7F: 3 clusters Score -2.136745e+07 nChanged 4646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46152 members Mstep: Class 2 contains 87123 members Entering Unmasked Estep Score: -21369392.000000 Penalty: 5852.884277 Iteration 8Q: 3 clusters Score -2.136939e+07 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44231 members Mstep: Class 2 contains 89044 members Entering Unmasked Estep Score: -21370862.000000 Penalty: 5852.884277 Iteration 9Q: 3 clusters Score -2.137086e+07 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42408 members Mstep: Class 2 contains 90867 members Entering Unmasked Estep Score: -21371744.000000 Penalty: 5852.884277 Iteration 10Q: 3 clusters Score -2.137174e+07 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40728 members Mstep: Class 2 contains 92547 members Entering Unmasked Estep Score: -21372360.000000 Penalty: 5852.884277 Iteration 11Q: 3 clusters Score -2.137236e+07 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39146 members Mstep: Class 2 contains 94129 members Entering Unmasked Estep Score: -21372696.000000 Penalty: 5852.884277 Iteration 12Q: 3 clusters Score -2.13727e+07 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37715 members Mstep: Class 2 contains 95560 members Entering Unmasked Estep Score: -21372978.000000 Penalty: 5852.884277 Iteration 13Q: 3 clusters Score -2.137298e+07 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36494 members Mstep: Class 2 contains 96781 members Entering Unmasked Estep Score: -21372754.000000 Penalty: 5852.884277 Iteration 14Q: 3 clusters Score -2.137275e+07 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35490 members Mstep: Class 2 contains 97785 members Entering Unmasked Estep Score: -21372438.000000 Penalty: 5852.884277 Iteration 15Q: 3 clusters Score -2.137244e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34640 members Mstep: Class 2 contains 98635 members Entering Unmasked Estep Score: -21372174.000000 Penalty: 5852.884277 Iteration 16Q: 3 clusters Score -2.137217e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33933 members Mstep: Class 2 contains 99342 members Entering Unmasked Estep Score: -21371906.000000 Penalty: 5852.884277 Iteration 17Q: 3 clusters Score -2.137191e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33309 members Mstep: Class 2 contains 99966 members Entering Unmasked Estep Score: -21371544.000000 Penalty: 5852.884277 Iteration 18Q: 3 clusters Score -2.137154e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32771 members Mstep: Class 2 contains 100504 members Entering Unmasked Estep Score: -21371270.000000 Penalty: 5852.884277 Iteration 19Q: 3 clusters Score -2.137127e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 100974 members Entering Unmasked Estep Score: -21370946.000000 Penalty: 5852.884277 Iteration 20F: 3 clusters Score -2.137095e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31942 members Mstep: Class 2 contains 101333 members Entering Unmasked Estep Score: -21370748.000000 Penalty: 5852.884277 Iteration 21Q: 3 clusters Score -2.137075e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31677 members Mstep: Class 2 contains 101598 members Entering Unmasked Estep Score: -21370644.000000 Penalty: 5852.884277 Iteration 22Q: 3 clusters Score -2.137064e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31442 members Mstep: Class 2 contains 101833 members Entering Unmasked Estep Score: -21370494.000000 Penalty: 5852.884277 Iteration 23Q: 3 clusters Score -2.137049e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31220 members Mstep: Class 2 contains 102055 members Entering Unmasked Estep Score: -21370428.000000 Penalty: 5852.884277 Iteration 24Q: 3 clusters Score -2.137043e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31028 members Mstep: Class 2 contains 102247 members Entering Unmasked Estep Score: -21370332.000000 Penalty: 5852.884277 Iteration 25Q: 3 clusters Score -2.137033e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30840 members Mstep: Class 2 contains 102435 members Entering Unmasked Estep Score: -21370200.000000 Penalty: 5852.884277 Iteration 26Q: 3 clusters Score -2.13702e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30670 members Mstep: Class 2 contains 102605 members Entering Unmasked Estep Score: -21370172.000000 Penalty: 5852.884277 Iteration 27Q: 3 clusters Score -2.137017e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30529 members Mstep: Class 2 contains 102746 members Entering Unmasked Estep Score: -21370038.000000 Penalty: 5852.884277 Iteration 28Q: 3 clusters Score -2.137004e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30414 members Mstep: Class 2 contains 102861 members Entering Unmasked Estep Score: -21369958.000000 Penalty: 5852.884277 Iteration 29Q: 3 clusters Score -2.136996e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30346 members Mstep: Class 2 contains 102929 members Entering Unmasked Estep Score: -21369920.000000 Penalty: 5852.884277 Iteration 30Q: 3 clusters Score -2.136992e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30277 members Mstep: Class 2 contains 102998 members Entering Unmasked Estep Score: -21369868.000000 Penalty: 5852.884277 Iteration 31Q: 3 clusters Score -2.136987e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30206 members Mstep: Class 2 contains 103069 members Entering Unmasked Estep Score: -21369832.000000 Penalty: 5852.884277 Iteration 32Q: 3 clusters Score -2.136983e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30146 members Mstep: Class 2 contains 103129 members Entering Unmasked Estep Score: -21369794.000000 Penalty: 5852.884277 Iteration 33Q: 3 clusters Score -2.136979e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30084 members Mstep: Class 2 contains 103191 members Entering Unmasked Estep Score: -21369786.000000 Penalty: 5852.884277 Iteration 34Q: 3 clusters Score -2.136979e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 103241 members Entering Unmasked Estep Score: -21369740.000000 Penalty: 5852.884277 Iteration 35Q: 3 clusters Score -2.136974e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29990 members Mstep: Class 2 contains 103285 members Entering Unmasked Estep Score: -21369742.000000 Penalty: 5852.884277 Iteration 36Q: 3 clusters Score -2.136974e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29954 members Mstep: Class 2 contains 103321 members Entering Unmasked Estep Score: -21369746.000000 Penalty: 5852.884277 Iteration 37Q: 3 clusters Score -2.136975e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29915 members Mstep: Class 2 contains 103360 members Entering Unmasked Estep Score: -21369694.000000 Penalty: 5852.884277 Iteration 38Q: 3 clusters Score -2.136969e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29883 members Mstep: Class 2 contains 103392 members Entering Unmasked Estep Score: -21369662.000000 Penalty: 5852.884277 Iteration 39Q: 3 clusters Score -2.136966e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29854 members Mstep: Class 2 contains 103421 members Entering Unmasked Estep Score: -21369648.000000 Penalty: 5852.884277 Iteration 40F: 3 clusters Score -2.136965e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29825 members Mstep: Class 2 contains 103450 members Entering Unmasked Estep Score: -21369628.000000 Penalty: 5852.884277 Iteration 41Q: 3 clusters Score -2.136963e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 103481 members Entering Unmasked Estep Score: -21369612.000000 Penalty: 5852.884277 Iteration 42Q: 3 clusters Score -2.136961e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 103510 members Entering Unmasked Estep Score: -21369594.000000 Penalty: 5852.884277 Iteration 43Q: 3 clusters Score -2.136959e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29740 members Mstep: Class 2 contains 103535 members Entering Unmasked Estep Score: -21369586.000000 Penalty: 5852.884277 Iteration 44Q: 3 clusters Score -2.136959e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29724 members Mstep: Class 2 contains 103551 members Entering Unmasked Estep Score: -21369592.000000 Penalty: 5852.884277 Iteration 45Q: 3 clusters Score -2.136959e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29707 members Mstep: Class 2 contains 103568 members Entering Unmasked Estep Score: -21369598.000000 Penalty: 5852.884277 Iteration 46Q: 3 clusters Score -2.13696e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29696 members Mstep: Class 2 contains 103579 members Entering Unmasked Estep Score: -21369590.000000 Penalty: 5852.884277 Iteration 47Q: 3 clusters Score -2.136959e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29684 members Mstep: Class 2 contains 103591 members Entering Unmasked Estep Score: -21369592.000000 Penalty: 5852.884277 Iteration 48Q: 3 clusters Score -2.136959e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29676 members Mstep: Class 2 contains 103599 members Entering Unmasked Estep Score: -21369588.000000 Penalty: 5852.884277 Iteration 49Q: 3 clusters Score -2.136959e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29669 members Mstep: Class 2 contains 103606 members Entering Unmasked Estep Score: -21369604.000000 Penalty: 5852.884277 Iteration 50Q: 3 clusters Score -2.13696e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29663 members Mstep: Class 2 contains 103612 members Entering Unmasked Estep Score: -21369586.000000 Penalty: 5852.884277 Iteration 51Q: 3 clusters Score -2.136959e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29656 members Mstep: Class 2 contains 103619 members Entering Unmasked Estep Score: -21369586.000000 Penalty: 5852.884277 Iteration 52Q: 3 clusters Score -2.136959e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29650 members Mstep: Class 2 contains 103625 members Entering Unmasked Estep Score: -21369584.000000 Penalty: 5852.884277 Iteration 53Q: 3 clusters Score -2.136958e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29648 members Mstep: Class 2 contains 103627 members Entering Unmasked Estep Score: -21369588.000000 Penalty: 5852.884277 Iteration 54Q: 3 clusters Score -2.136959e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Mstep: Class 2 contains 103629 members Entering Unmasked Estep Score: -21369578.000000 Penalty: 5852.884277 Iteration 55Q: 3 clusters Score -2.136958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29645 members Mstep: Class 2 contains 103630 members Entering Unmasked Estep Score: -21369590.000000 Penalty: 5852.884277 Iteration 56Q: 3 clusters Score -2.136959e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29645 members Mstep: Class 2 contains 103630 members Entering Unmasked Estep Score: -21369590.000000 Penalty: 5852.884277 Iteration 57F: 3 clusters Score -2.136959e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 29645 members Mstep: Class 17 contains 1889 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 34600 members Mstep: Class 23 contains 103630 members Entering Unmasked Estep Score: -106640064.000000 Penalty: 76412.000000 Splitting cluster 16 changes total score from -106520288.000000 to -106640064.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (1889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Entering Unmasked Estep Score: -283329.281250 Penalty: 1870.863037 Iteration 0F: 2 clusters Score -283329.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -280954.406250 Penalty: 3741.726074 Iteration 0F: 3 clusters Score -280954.4 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -282022.812500 Penalty: 3741.726074 Iteration 1F: 3 clusters Score -282022.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -283743.093750 Penalty: 3741.726074 Iteration 2F: 3 clusters Score -283743.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -285858.562500 Penalty: 3741.726074 Iteration 3F: 3 clusters Score -285858.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -286442.781250 Penalty: 3741.726074 Iteration 4F: 3 clusters Score -286442.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -286537.250000 Penalty: 3741.726074 Iteration 5Q: 3 clusters Score -286537.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -286553.468750 Penalty: 3741.726074 Iteration 6Q: 3 clusters Score -286553.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -286568.031250 Penalty: 3741.726074 Iteration 7Q: 3 clusters Score -286568 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -286580.718750 Penalty: 3741.726074 Iteration 8Q: 3 clusters Score -286580.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -286582.781250 Penalty: 3741.726074 Iteration 9Q: 3 clusters Score -286582.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -286582.937500 Penalty: 3741.726074 Iteration 10Q: 3 clusters Score -286582.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -286582.937500 Penalty: 3741.726074 Iteration 11F: 3 clusters Score -286582.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 29645 members Mstep: Class 17 contains 517 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 97630 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 34600 members Mstep: Class 23 contains 103630 members Mstep: Class 24 contains 1372 members Entering Unmasked Estep Score: -106641824.000000 Penalty: 79734.265625 Splitting cluster 17 changes total score from -106520288.000000 to -106641824.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 18 (25211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25211 members Entering Unmasked Estep Score: -4289417.500000 Penalty: 2513.488770 Iteration 0F: 2 clusters Score -4289418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -4271973.000000 Penalty: 5026.977539 Iteration 0F: 3 clusters Score -4271973 nChanged 11162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -4277892.000000 Penalty: 5026.977539 Iteration 1F: 3 clusters Score -4277892 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -4278248.000000 Penalty: 5026.977539 Iteration 2Q: 3 clusters Score -4278248 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 13310 members Entering Unmasked Estep Score: -4278553.500000 Penalty: 5026.977539 Iteration 3Q: 3 clusters Score -4278554 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -4278863.500000 Penalty: 5026.977539 Iteration 4Q: 3 clusters Score -4278864 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -4279192.500000 Penalty: 5026.977539 Iteration 5Q: 3 clusters Score -4279192 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 14990 members Entering Unmasked Estep Score: -4279577.500000 Penalty: 5026.977539 Iteration 6Q: 3 clusters Score -4279578 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 15927 members Entering Unmasked Estep Score: -4280085.000000 Penalty: 5026.977539 Iteration 7Q: 3 clusters Score -4280085 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -4280790.000000 Penalty: 5026.977539 Iteration 8F: 3 clusters Score -4280790 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 18568 members Entering Unmasked Estep Score: -4281817.500000 Penalty: 5026.977539 Iteration 9F: 3 clusters Score -4281818 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 20195 members Entering Unmasked Estep Score: -4283132.000000 Penalty: 5026.977539 Iteration 10F: 3 clusters Score -4283132 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 21681 members Entering Unmasked Estep Score: -4284419.500000 Penalty: 5026.977539 Iteration 11F: 3 clusters Score -4284420 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 22903 members Entering Unmasked Estep Score: -4285524.500000 Penalty: 5026.977539 Iteration 12Q: 3 clusters Score -4285524 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 23720 members Entering Unmasked Estep Score: -4286243.500000 Penalty: 5026.977539 Iteration 13Q: 3 clusters Score -4286244 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 24215 members Entering Unmasked Estep Score: -4286691.000000 Penalty: 5026.977539 Iteration 14Q: 3 clusters Score -4286691 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 24495 members Entering Unmasked Estep Score: -4286943.500000 Penalty: 5026.977539 Iteration 15Q: 3 clusters Score -4286944 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 24656 members Entering Unmasked Estep Score: -4287111.000000 Penalty: 5026.977539 Iteration 16Q: 3 clusters Score -4287111 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 24735 members Entering Unmasked Estep Score: -4287195.500000 Penalty: 5026.977539 Iteration 17Q: 3 clusters Score -4287196 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 24766 members Entering Unmasked Estep Score: -4287229.500000 Penalty: 5026.977539 Iteration 18Q: 3 clusters Score -4287230 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 24791 members Entering Unmasked Estep Score: -4287249.500000 Penalty: 5026.977539 Iteration 19Q: 3 clusters Score -4287250 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -4287264.500000 Penalty: 5026.977539 Iteration 20F: 3 clusters Score -4287264 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 24816 members Entering Unmasked Estep Score: -4287279.000000 Penalty: 5026.977539 Iteration 21Q: 3 clusters Score -4287279 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 24823 members Entering Unmasked Estep Score: -4287281.000000 Penalty: 5026.977539 Iteration 22Q: 3 clusters Score -4287281 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -4287281.500000 Penalty: 5026.977539 Iteration 23Q: 3 clusters Score -4287282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -4287288.500000 Penalty: 5026.977539 Iteration 24Q: 3 clusters Score -4287288 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 24830 members Entering Unmasked Estep Score: -4287297.000000 Penalty: 5026.977539 Iteration 25Q: 3 clusters Score -4287297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 24830 members Entering Unmasked Estep Score: -4287298.500000 Penalty: 5026.977539 Iteration 26Q: 3 clusters Score -4287298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 24834 members Entering Unmasked Estep Score: -4287306.000000 Penalty: 5026.977539 Iteration 27Q: 3 clusters Score -4287306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 24838 members Entering Unmasked Estep Score: -4287315.500000 Penalty: 5026.977539 Iteration 28Q: 3 clusters Score -4287316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 24838 members Entering Unmasked Estep Score: -4287314.000000 Penalty: 5026.977539 Iteration 29Q: 3 clusters Score -4287314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 24839 members Entering Unmasked Estep Score: -4287316.000000 Penalty: 5026.977539 Iteration 30Q: 3 clusters Score -4287316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 24841 members Entering Unmasked Estep Score: -4287318.000000 Penalty: 5026.977539 Iteration 31Q: 3 clusters Score -4287318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 24844 members Entering Unmasked Estep Score: -4287317.000000 Penalty: 5026.977539 Iteration 32Q: 3 clusters Score -4287317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 24847 members Entering Unmasked Estep Score: -4287324.500000 Penalty: 5026.977539 Iteration 33Q: 3 clusters Score -4287324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 24849 members Entering Unmasked Estep Score: -4287326.000000 Penalty: 5026.977539 Iteration 34Q: 3 clusters Score -4287326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 24850 members Entering Unmasked Estep Score: -4287330.000000 Penalty: 5026.977539 Iteration 35Q: 3 clusters Score -4287330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 24850 members Entering Unmasked Estep Score: -4287330.000000 Penalty: 5026.977539 Iteration 36F: 3 clusters Score -4287330 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (97630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97630 members Entering Unmasked Estep Score: -16381311.000000 Penalty: 2849.257080 Iteration 0F: 2 clusters Score -1.638131e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48719 members Mstep: Class 2 contains 48911 members Entering Unmasked Estep Score: -16330109.000000 Penalty: 5698.514160 Iteration 0F: 3 clusters Score -1.633011e+07 nChanged 46180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48587 members Mstep: Class 2 contains 49043 members Entering Unmasked Estep Score: -16356991.000000 Penalty: 5698.514160 Iteration 1F: 3 clusters Score -1.635699e+07 nChanged 4013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48686 members Mstep: Class 2 contains 48944 members Entering Unmasked Estep Score: -16358266.000000 Penalty: 5698.514160 Iteration 2Q: 3 clusters Score -1.635827e+07 nChanged 4430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49100 members Mstep: Class 2 contains 48530 members Entering Unmasked Estep Score: -16359891.000000 Penalty: 5698.514160 Iteration 3Q: 3 clusters Score -1.635989e+07 nChanged 4974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49750 members Mstep: Class 2 contains 47880 members Entering Unmasked Estep Score: -16362156.000000 Penalty: 5698.514160 Iteration 4F: 3 clusters Score -1.636216e+07 nChanged 5563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50609 members Mstep: Class 2 contains 47021 members Entering Unmasked Estep Score: -16365024.000000 Penalty: 5698.514160 Iteration 5F: 3 clusters Score -1.636502e+07 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51356 members Mstep: Class 2 contains 46274 members Entering Unmasked Estep Score: -16368100.000000 Penalty: 5698.514160 Iteration 6F: 3 clusters Score -1.63681e+07 nChanged 5708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51968 members Mstep: Class 2 contains 45662 members Entering Unmasked Estep Score: -16370869.000000 Penalty: 5698.514160 Iteration 7F: 3 clusters Score -1.637087e+07 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52026 members Mstep: Class 2 contains 45604 members Entering Unmasked Estep Score: -16372976.000000 Penalty: 5698.514160 Iteration 8F: 3 clusters Score -1.637298e+07 nChanged 4157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51689 members Mstep: Class 2 contains 45941 members Entering Unmasked Estep Score: -16374454.000000 Penalty: 5698.514160 Iteration 9Q: 3 clusters Score -1.637445e+07 nChanged 3256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51005 members Mstep: Class 2 contains 46625 members Entering Unmasked Estep Score: -16375360.000000 Penalty: 5698.514160 Iteration 10Q: 3 clusters Score -1.637536e+07 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49986 members Mstep: Class 2 contains 47644 members Entering Unmasked Estep Score: -16376025.000000 Penalty: 5698.514160 Iteration 11Q: 3 clusters Score -1.637602e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48717 members Mstep: Class 2 contains 48913 members Entering Unmasked Estep Score: -16376535.000000 Penalty: 5698.514160 Iteration 12Q: 3 clusters Score -1.637654e+07 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47149 members Mstep: Class 2 contains 50481 members Entering Unmasked Estep Score: -16377043.000000 Penalty: 5698.514160 Iteration 13Q: 3 clusters Score -1.637704e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45384 members Mstep: Class 2 contains 52246 members Entering Unmasked Estep Score: -16377558.000000 Penalty: 5698.514160 Iteration 14Q: 3 clusters Score -1.637756e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43373 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -16378049.000000 Penalty: 5698.514160 Iteration 15Q: 3 clusters Score -1.637805e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41043 members Mstep: Class 2 contains 56587 members Entering Unmasked Estep Score: -16378718.000000 Penalty: 5698.514160 Iteration 16Q: 3 clusters Score -1.637872e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38484 members Mstep: Class 2 contains 59146 members Entering Unmasked Estep Score: -16379423.000000 Penalty: 5698.514160 Iteration 17Q: 3 clusters Score -1.637942e+07 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35719 members Mstep: Class 2 contains 61911 members Entering Unmasked Estep Score: -16380338.000000 Penalty: 5698.514160 Iteration 18Q: 3 clusters Score -1.638034e+07 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 64930 members Entering Unmasked Estep Score: -16381294.000000 Penalty: 5698.514160 Iteration 19Q: 3 clusters Score -1.638129e+07 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29516 members Mstep: Class 2 contains 68114 members Entering Unmasked Estep Score: -16382175.000000 Penalty: 5698.514160 Iteration 20F: 3 clusters Score -1.638218e+07 nChanged 3318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 71432 members Entering Unmasked Estep Score: -16383234.000000 Penalty: 5698.514160 Iteration 21Q: 3 clusters Score -1.638323e+07 nChanged 3290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22908 members Mstep: Class 2 contains 74722 members Entering Unmasked Estep Score: -16384259.000000 Penalty: 5698.514160 Iteration 22Q: 3 clusters Score -1.638426e+07 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19738 members Mstep: Class 2 contains 77892 members Entering Unmasked Estep Score: -16384970.000000 Penalty: 5698.514160 Iteration 23Q: 3 clusters Score -1.638497e+07 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16925 members Mstep: Class 2 contains 80705 members Entering Unmasked Estep Score: -16385483.000000 Penalty: 5698.514160 Iteration 24Q: 3 clusters Score -1.638548e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 83166 members Entering Unmasked Estep Score: -16385525.000000 Penalty: 5698.514160 Iteration 25Q: 3 clusters Score -1.638552e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 85219 members Entering Unmasked Estep Score: -16385501.000000 Penalty: 5698.514160 Iteration 26Q: 3 clusters Score -1.63855e+07 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 86909 members Entering Unmasked Estep Score: -16385261.000000 Penalty: 5698.514160 Iteration 27Q: 3 clusters Score -1.638526e+07 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 88246 members Entering Unmasked Estep Score: -16385167.000000 Penalty: 5698.514160 Iteration 28Q: 3 clusters Score -1.638517e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 89309 members Entering Unmasked Estep Score: -16384900.000000 Penalty: 5698.514160 Iteration 29Q: 3 clusters Score -1.63849e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 90121 members Entering Unmasked Estep Score: -16384720.000000 Penalty: 5698.514160 Iteration 30Q: 3 clusters Score -1.638472e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 90775 members Entering Unmasked Estep Score: -16384520.000000 Penalty: 5698.514160 Iteration 31Q: 3 clusters Score -1.638452e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 91269 members Entering Unmasked Estep Score: -16384267.000000 Penalty: 5698.514160 Iteration 32Q: 3 clusters Score -1.638427e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 91642 members Entering Unmasked Estep Score: -16384099.000000 Penalty: 5698.514160 Iteration 33Q: 3 clusters Score -1.63841e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 91932 members Entering Unmasked Estep Score: -16384005.000000 Penalty: 5698.514160 Iteration 34Q: 3 clusters Score -1.6384e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 92175 members Entering Unmasked Estep Score: -16383863.000000 Penalty: 5698.514160 Iteration 35Q: 3 clusters Score -1.638386e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 92371 members Entering Unmasked Estep Score: -16383777.000000 Penalty: 5698.514160 Iteration 36Q: 3 clusters Score -1.638378e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 92541 members Entering Unmasked Estep Score: -16383676.000000 Penalty: 5698.514160 Iteration 37Q: 3 clusters Score -1.638368e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 92673 members Entering Unmasked Estep Score: -16383655.000000 Penalty: 5698.514160 Iteration 38Q: 3 clusters Score -1.638366e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 92802 members Entering Unmasked Estep Score: -16383619.000000 Penalty: 5698.514160 Iteration 39Q: 3 clusters Score -1.638362e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 92911 members Entering Unmasked Estep Score: -16383554.000000 Penalty: 5698.514160 Iteration 40F: 3 clusters Score -1.638355e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 93009 members Entering Unmasked Estep Score: -16383488.000000 Penalty: 5698.514160 Iteration 41Q: 3 clusters Score -1.638349e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 93109 members Entering Unmasked Estep Score: -16383453.000000 Penalty: 5698.514160 Iteration 42Q: 3 clusters Score -1.638345e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 93197 members Entering Unmasked Estep Score: -16383396.000000 Penalty: 5698.514160 Iteration 43Q: 3 clusters Score -1.63834e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 93274 members Entering Unmasked Estep Score: -16383358.000000 Penalty: 5698.514160 Iteration 44Q: 3 clusters Score -1.638336e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 93331 members Entering Unmasked Estep Score: -16383321.000000 Penalty: 5698.514160 Iteration 45Q: 3 clusters Score -1.638332e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 93393 members Entering Unmasked Estep Score: -16383290.000000 Penalty: 5698.514160 Iteration 46Q: 3 clusters Score -1.638329e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 93438 members Entering Unmasked Estep Score: -16383282.000000 Penalty: 5698.514160 Iteration 47Q: 3 clusters Score -1.638328e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 93484 members Entering Unmasked Estep Score: -16383239.000000 Penalty: 5698.514160 Iteration 48Q: 3 clusters Score -1.638324e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 93536 members Entering Unmasked Estep Score: -16383190.000000 Penalty: 5698.514160 Iteration 49Q: 3 clusters Score -1.638319e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 93573 members Entering Unmasked Estep Score: -16383182.000000 Penalty: 5698.514160 Iteration 50Q: 3 clusters Score -1.638318e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 93606 members Entering Unmasked Estep Score: -16383178.000000 Penalty: 5698.514160 Iteration 51Q: 3 clusters Score -1.638318e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 93629 members Entering Unmasked Estep Score: -16383142.000000 Penalty: 5698.514160 Iteration 52Q: 3 clusters Score -1.638314e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 93649 members Entering Unmasked Estep Score: -16383121.000000 Penalty: 5698.514160 Iteration 53Q: 3 clusters Score -1.638312e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 93683 members Entering Unmasked Estep Score: -16383101.000000 Penalty: 5698.514160 Iteration 54Q: 3 clusters Score -1.63831e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 93709 members Entering Unmasked Estep Score: -16383104.000000 Penalty: 5698.514160 Iteration 55Q: 3 clusters Score -1.63831e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 93726 members Entering Unmasked Estep Score: -16383094.000000 Penalty: 5698.514160 Iteration 56Q: 3 clusters Score -1.638309e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 93745 members Entering Unmasked Estep Score: -16383071.000000 Penalty: 5698.514160 Iteration 57Q: 3 clusters Score -1.638307e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 93758 members Entering Unmasked Estep Score: -16383072.000000 Penalty: 5698.514160 Iteration 58Q: 3 clusters Score -1.638307e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 93776 members Entering Unmasked Estep Score: -16383058.000000 Penalty: 5698.514160 Iteration 59Q: 3 clusters Score -1.638306e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 93789 members Entering Unmasked Estep Score: -16383040.000000 Penalty: 5698.514160 Iteration 60F: 3 clusters Score -1.638304e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 93800 members Entering Unmasked Estep Score: -16383036.000000 Penalty: 5698.514160 Iteration 61Q: 3 clusters Score -1.638304e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 93814 members Entering Unmasked Estep Score: -16383039.000000 Penalty: 5698.514160 Iteration 62Q: 3 clusters Score -1.638304e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 93824 members Entering Unmasked Estep Score: -16383017.000000 Penalty: 5698.514160 Iteration 63Q: 3 clusters Score -1.638302e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 93837 members Entering Unmasked Estep Score: -16383015.000000 Penalty: 5698.514160 Iteration 64Q: 3 clusters Score -1.638302e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 93846 members Entering Unmasked Estep Score: -16383006.000000 Penalty: 5698.514160 Iteration 65Q: 3 clusters Score -1.638301e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 93862 members Entering Unmasked Estep Score: -16383004.000000 Penalty: 5698.514160 Iteration 66Q: 3 clusters Score -1.6383e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 93873 members Entering Unmasked Estep Score: -16383005.000000 Penalty: 5698.514160 Iteration 67Q: 3 clusters Score -1.6383e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 93884 members Entering Unmasked Estep Score: -16383007.000000 Penalty: 5698.514160 Iteration 68Q: 3 clusters Score -1.638301e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 93893 members Entering Unmasked Estep Score: -16383012.000000 Penalty: 5698.514160 Iteration 69Q: 3 clusters Score -1.638301e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 93901 members Entering Unmasked Estep Score: -16382995.000000 Penalty: 5698.514160 Iteration 70Q: 3 clusters Score -1.6383e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 93911 members Entering Unmasked Estep Score: -16382987.000000 Penalty: 5698.514160 Iteration 71Q: 3 clusters Score -1.638299e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 93924 members Entering Unmasked Estep Score: -16382979.000000 Penalty: 5698.514160 Iteration 72Q: 3 clusters Score -1.638298e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 93938 members Entering Unmasked Estep Score: -16382950.000000 Penalty: 5698.514160 Iteration 73Q: 3 clusters Score -1.638295e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 93944 members Entering Unmasked Estep Score: -16382971.000000 Penalty: 5698.514160 Iteration 74Q: 3 clusters Score -1.638297e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 93945 members Entering Unmasked Estep Score: -16382968.000000 Penalty: 5698.514160 Iteration 75Q: 3 clusters Score -1.638297e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 93950 members Entering Unmasked Estep Score: -16382957.000000 Penalty: 5698.514160 Iteration 76Q: 3 clusters Score -1.638296e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 93958 members Entering Unmasked Estep Score: -16382963.000000 Penalty: 5698.514160 Iteration 77Q: 3 clusters Score -1.638296e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 93964 members Entering Unmasked Estep Score: -16382948.000000 Penalty: 5698.514160 Iteration 78Q: 3 clusters Score -1.638295e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 93970 members Entering Unmasked Estep Score: -16382945.000000 Penalty: 5698.514160 Iteration 79Q: 3 clusters Score -1.638294e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 93972 members Entering Unmasked Estep Score: -16382958.000000 Penalty: 5698.514160 Iteration 80F: 3 clusters Score -1.638296e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 93977 members Entering Unmasked Estep Score: -16382954.000000 Penalty: 5698.514160 Iteration 81Q: 3 clusters Score -1.638295e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 93980 members Entering Unmasked Estep Score: -16382932.000000 Penalty: 5698.514160 Iteration 82Q: 3 clusters Score -1.638293e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 93983 members Entering Unmasked Estep Score: -16382934.000000 Penalty: 5698.514160 Iteration 83Q: 3 clusters Score -1.638293e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 93987 members Entering Unmasked Estep Score: -16382933.000000 Penalty: 5698.514160 Iteration 84Q: 3 clusters Score -1.638293e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 93988 members Entering Unmasked Estep Score: -16382931.000000 Penalty: 5698.514160 Iteration 85Q: 3 clusters Score -1.638293e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 93989 members Entering Unmasked Estep Score: -16382936.000000 Penalty: 5698.514160 Iteration 86Q: 3 clusters Score -1.638294e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 93989 members Entering Unmasked Estep Score: -16382936.000000 Penalty: 5698.514160 Iteration 87F: 3 clusters Score -1.638294e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 29645 members Mstep: Class 17 contains 517 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 3641 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 34600 members Mstep: Class 23 contains 103630 members Mstep: Class 24 contains 1372 members Mstep: Class 25 contains 93989 members Entering Unmasked Estep Score: -106642752.000000 Penalty: 83056.523438 Splitting cluster 19 changes total score from -106520288.000000 to -106642752.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 20 (610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Entering Unmasked Estep Score: -51741.906250 Penalty: 1590.537842 Iteration 0F: 2 clusters Score -51741.91 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 307 members Entering Unmasked Estep Score: -50929.468750 Penalty: 3181.075684 Iteration 0F: 3 clusters Score -50929.47 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -52848.738281 Penalty: 3181.075684 Iteration 1F: 3 clusters Score -52848.74 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -53931.699219 Penalty: 3181.075684 Iteration 2F: 3 clusters Score -53931.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -54628.152344 Penalty: 3181.075684 Iteration 3F: 3 clusters Score -54628.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -54769.828125 Penalty: 3181.075684 Iteration 4Q: 3 clusters Score -54769.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -54811.605469 Penalty: 3181.075684 Iteration 5Q: 3 clusters Score -54811.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -54889.449219 Penalty: 3181.075684 Iteration 6Q: 3 clusters Score -54889.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -54920.878906 Penalty: 3181.075684 Iteration 7Q: 3 clusters Score -54920.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -54938.996094 Penalty: 3181.075684 Iteration 8Q: 3 clusters Score -54939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -54957.371094 Penalty: 3181.075684 Iteration 9Q: 3 clusters Score -54957.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -54978.839844 Penalty: 3181.075684 Iteration 10Q: 3 clusters Score -54978.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -54998.578125 Penalty: 3181.075684 Iteration 11Q: 3 clusters Score -54998.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -55021.605469 Penalty: 3181.075684 Iteration 12Q: 3 clusters Score -55021.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55030.835938 Penalty: 3181.075684 Iteration 13Q: 3 clusters Score -55030.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55030.835938 Penalty: 3181.075684 Iteration 14F: 3 clusters Score -55030.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4307 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 97797 members Mstep: Class 8 contains 55138 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 29645 members Mstep: Class 17 contains 517 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 3641 members Mstep: Class 20 contains 404 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 34600 members Mstep: Class 23 contains 103630 members Mstep: Class 24 contains 1372 members Mstep: Class 25 contains 93989 members Mstep: Class 26 contains 206 members Entering Unmasked Estep Score: -106644280.000000 Penalty: 86378.781250 Splitting cluster 20 changes total score from -106520288.000000 to -106644280.000000 So it's getting split into cluster 26. Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 2908 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 68730 members Mstep: Class 5 contains 67172 members Mstep: Class 7 contains 97797 members Mstep: Class 9 contains 1080 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 33185 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 29645 members Mstep: Class 17 contains 517 members Mstep: Class 18 contains 25211 members Mstep: Class 19 contains 3641 members Mstep: Class 20 contains 404 members Entering Unmasked Estep ConsiderDeletion Score: -106659728.000000 Penalty: 86378.781250 Iteration 39Q: 27 clusters Score -1.066597e+08 nChanged 19529 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 4289 members Mstep: Class 3 contains 5016 members Mstep: Class 4 contains 71683 members Mstep: Class 5 contains 66761 members Mstep: Class 6 contains 1865 members Mstep: Class 7 contains 97865 members Mstep: Class 8 contains 56670 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 1350 members Mstep: Class 11 contains 7221 members Mstep: Class 12 contains 12082 members Mstep: Class 13 contains 33248 members Mstep: Class 14 contains 467 members Mstep: Class 15 contains 6496 members Mstep: Class 16 contains 31441 members Mstep: Class 17 contains 530 members Mstep: Class 18 contains 25027 members Mstep: Class 19 contains 3646 members Mstep: Class 20 contains 397 members Mstep: Class 21 contains 1346 members Mstep: Class 22 contains 32908 members Mstep: Class 23 contains 96996 members Mstep: Class 24 contains 1426 members Mstep: Class 25 contains 94547 members Mstep: Class 26 contains 239 members Entering Unmasked Estep ConsiderDeletion Score: -106672992.000000 Penalty: 86378.781250 Iteration 40F: 27 clusters Score -1.06673e+08 nChanged 14829 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4295 members Mstep: Class 3 contains 5355 members Mstep: Class 4 contains 70808 members Mstep: Class 5 contains 66341 members Mstep: Class 6 contains 2185 members Mstep: Class 7 contains 97056 members Mstep: Class 8 contains 58039 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 6199 members Mstep: Class 12 contains 12081 members Mstep: Class 13 contains 32740 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 6857 members Mstep: Class 16 contains 32098 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 24669 members Mstep: Class 19 contains 3651 members Mstep: Class 20 contains 334 members Mstep: Class 21 contains 1345 members Mstep: Class 22 contains 33447 members Mstep: Class 23 contains 96425 members Mstep: Class 24 contains 1629 members Mstep: Class 25 contains 95260 members Mstep: Class 26 contains 254 members Entering Unmasked Estep ConsiderDeletion Score: -106677696.000000 Penalty: 86378.781250 Iteration 41Q: 27 clusters Score -1.066777e+08 nChanged 8381 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 4297 members Mstep: Class 3 contains 5571 members Mstep: Class 4 contains 70077 members Mstep: Class 5 contains 66218 members Mstep: Class 6 contains 2430 members Mstep: Class 7 contains 96597 members Mstep: Class 8 contains 59337 members Mstep: Class 9 contains 1213 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 5651 members Mstep: Class 12 contains 12118 members Mstep: Class 13 contains 32338 members Mstep: Class 14 contains 521 members Mstep: Class 15 contains 7037 members Mstep: Class 16 contains 32987 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 24274 members Mstep: Class 19 contains 3656 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 1345 members Mstep: Class 22 contains 33829 members Mstep: Class 23 contains 95196 members Mstep: Class 24 contains 1678 members Mstep: Class 25 contains 95785 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106680976.000000 Penalty: 86378.781250 Iteration 42Q: 27 clusters Score -1.06681e+08 nChanged 7195 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4311 members Mstep: Class 3 contains 5743 members Mstep: Class 4 contains 69360 members Mstep: Class 5 contains 66227 members Mstep: Class 6 contains 2618 members Mstep: Class 7 contains 96246 members Mstep: Class 8 contains 60382 members Mstep: Class 9 contains 1268 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 5233 members Mstep: Class 12 contains 12148 members Mstep: Class 13 contains 31964 members Mstep: Class 14 contains 522 members Mstep: Class 15 contains 7145 members Mstep: Class 16 contains 33980 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 23918 members Mstep: Class 19 contains 3669 members Mstep: Class 20 contains 315 members Mstep: Class 21 contains 1346 members Mstep: Class 22 contains 34212 members Mstep: Class 23 contains 94004 members Mstep: Class 24 contains 1692 members Mstep: Class 25 contains 96154 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106683024.000000 Penalty: 86378.781250 Iteration 43Q: 27 clusters Score -1.06683e+08 nChanged 6620 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 4324 members Mstep: Class 3 contains 5864 members Mstep: Class 4 contains 68773 members Mstep: Class 5 contains 66331 members Mstep: Class 6 contains 2795 members Mstep: Class 7 contains 96009 members Mstep: Class 8 contains 61132 members Mstep: Class 9 contains 1307 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 4933 members Mstep: Class 12 contains 12158 members Mstep: Class 13 contains 31682 members Mstep: Class 14 contains 527 members Mstep: Class 15 contains 7191 members Mstep: Class 16 contains 35083 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 23559 members Mstep: Class 19 contains 3682 members Mstep: Class 20 contains 311 members Mstep: Class 21 contains 1346 members Mstep: Class 22 contains 34509 members Mstep: Class 23 contains 92788 members Mstep: Class 24 contains 1697 members Mstep: Class 25 contains 96444 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106684696.000000 Penalty: 86378.781250 Iteration 44Q: 27 clusters Score -1.066847e+08 nChanged 6408 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 4330 members Mstep: Class 3 contains 5962 members Mstep: Class 4 contains 68231 members Mstep: Class 5 contains 66412 members Mstep: Class 6 contains 2971 members Mstep: Class 7 contains 95840 members Mstep: Class 8 contains 61756 members Mstep: Class 9 contains 1348 members Mstep: Class 10 contains 1352 members Mstep: Class 11 contains 4680 members Mstep: Class 12 contains 12167 members Mstep: Class 13 contains 31439 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 7233 members Mstep: Class 16 contains 36233 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 23246 members Mstep: Class 19 contains 3692 members Mstep: Class 20 contains 311 members Mstep: Class 21 contains 1346 members Mstep: Class 22 contains 34795 members Mstep: Class 23 contains 91552 members Mstep: Class 24 contains 1699 members Mstep: Class 25 contains 96664 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106686960.000000 Penalty: 86378.781250 Iteration 45Q: 27 clusters Score -1.06687e+08 nChanged 6143 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 6024 members Mstep: Class 4 contains 67779 members Mstep: Class 5 contains 66508 members Mstep: Class 6 contains 3204 members Mstep: Class 7 contains 95711 members Mstep: Class 8 contains 62365 members Mstep: Class 9 contains 1387 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 4470 members Mstep: Class 12 contains 12190 members Mstep: Class 13 contains 31233 members Mstep: Class 14 contains 536 members Mstep: Class 15 contains 7269 members Mstep: Class 16 contains 37198 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 22979 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35043 members Mstep: Class 23 contains 90340 members Mstep: Class 24 contains 1702 members Mstep: Class 25 contains 96794 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106688960.000000 Penalty: 86378.781250 Iteration 46Q: 27 clusters Score -1.06689e+08 nChanged 5569 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 67575 members Mstep: Class 5 contains 66600 members Mstep: Class 6 contains 3454 members Mstep: Class 7 contains 95611 members Mstep: Class 8 contains 62981 members Mstep: Class 9 contains 1418 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 4311 members Mstep: Class 12 contains 12204 members Mstep: Class 13 contains 31073 members Mstep: Class 14 contains 538 members Mstep: Class 15 contains 7282 members Mstep: Class 16 contains 37912 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 22743 members Mstep: Class 19 contains 3734 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35264 members Mstep: Class 23 contains 89076 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 96875 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106691232.000000 Penalty: 86378.781250 Iteration 47Q: 27 clusters Score -1.066912e+08 nChanged 4961 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4341 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 67609 members Mstep: Class 5 contains 66678 members Mstep: Class 6 contains 3673 members Mstep: Class 7 contains 95529 members Mstep: Class 8 contains 63515 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 12220 members Mstep: Class 13 contains 30944 members Mstep: Class 14 contains 542 members Mstep: Class 15 contains 7288 members Mstep: Class 16 contains 38492 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 22530 members Mstep: Class 19 contains 3744 members Mstep: Class 20 contains 307 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35444 members Mstep: Class 23 contains 87831 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 96944 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106692576.000000 Penalty: 86378.781250 Iteration 48Q: 27 clusters Score -1.066926e+08 nChanged 4331 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 4343 members Mstep: Class 3 contains 6165 members Mstep: Class 4 contains 67794 members Mstep: Class 5 contains 66741 members Mstep: Class 6 contains 3845 members Mstep: Class 7 contains 95465 members Mstep: Class 8 contains 64075 members Mstep: Class 9 contains 1466 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 4021 members Mstep: Class 12 contains 12234 members Mstep: Class 13 contains 30837 members Mstep: Class 14 contains 546 members Mstep: Class 15 contains 7288 members Mstep: Class 16 contains 38883 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 22358 members Mstep: Class 19 contains 3755 members Mstep: Class 20 contains 307 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35610 members Mstep: Class 23 contains 86648 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 96981 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106693216.000000 Penalty: 86378.781250 Iteration 49Q: 27 clusters Score -1.066932e+08 nChanged 3868 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 4351 members Mstep: Class 3 contains 6216 members Mstep: Class 4 contains 67974 members Mstep: Class 5 contains 66794 members Mstep: Class 6 contains 3998 members Mstep: Class 7 contains 95398 members Mstep: Class 8 contains 64680 members Mstep: Class 9 contains 1485 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3876 members Mstep: Class 12 contains 12241 members Mstep: Class 13 contains 30721 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 7297 members Mstep: Class 16 contains 39167 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 22198 members Mstep: Class 19 contains 3769 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35775 members Mstep: Class 23 contains 85563 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97004 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106694520.000000 Penalty: 86378.781250 Iteration 50Q: 27 clusters Score -1.066945e+08 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4355 members Mstep: Class 3 contains 6254 members Mstep: Class 4 contains 68238 members Mstep: Class 5 contains 66860 members Mstep: Class 6 contains 4116 members Mstep: Class 7 contains 95336 members Mstep: Class 8 contains 65271 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3768 members Mstep: Class 12 contains 12250 members Mstep: Class 13 contains 30628 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 7298 members Mstep: Class 16 contains 39395 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 22039 members Mstep: Class 19 contains 3782 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 35939 members Mstep: Class 23 contains 84455 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97022 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106694840.000000 Penalty: 86378.781250 Iteration 51Q: 27 clusters Score -1.066948e+08 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 4359 members Mstep: Class 3 contains 6275 members Mstep: Class 4 contains 68425 members Mstep: Class 5 contains 66928 members Mstep: Class 6 contains 4188 members Mstep: Class 7 contains 95306 members Mstep: Class 8 contains 65899 members Mstep: Class 9 contains 1509 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3656 members Mstep: Class 12 contains 12258 members Mstep: Class 13 contains 30553 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7304 members Mstep: Class 16 contains 39570 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 21894 members Mstep: Class 19 contains 3789 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 36052 members Mstep: Class 23 contains 83496 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97033 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106695032.000000 Penalty: 86378.781250 Iteration 52Q: 27 clusters Score -1.06695e+08 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4363 members Mstep: Class 3 contains 6294 members Mstep: Class 4 contains 68578 members Mstep: Class 5 contains 66994 members Mstep: Class 6 contains 4245 members Mstep: Class 7 contains 95286 members Mstep: Class 8 contains 66534 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3565 members Mstep: Class 12 contains 12261 members Mstep: Class 13 contains 30490 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7309 members Mstep: Class 16 contains 39708 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 21752 members Mstep: Class 19 contains 3799 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 36135 members Mstep: Class 23 contains 82602 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97053 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106695528.000000 Penalty: 86378.781250 Iteration 53Q: 27 clusters Score -1.066955e+08 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 4366 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 68745 members Mstep: Class 5 contains 67066 members Mstep: Class 6 contains 4277 members Mstep: Class 7 contains 95258 members Mstep: Class 8 contains 67123 members Mstep: Class 9 contains 1533 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 12269 members Mstep: Class 13 contains 30436 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7317 members Mstep: Class 16 contains 39820 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 21628 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 36205 members Mstep: Class 23 contains 81779 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97062 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106695848.000000 Penalty: 86378.781250 Iteration 54Q: 27 clusters Score -1.066958e+08 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 4369 members Mstep: Class 3 contains 6334 members Mstep: Class 4 contains 68919 members Mstep: Class 5 contains 67158 members Mstep: Class 6 contains 4310 members Mstep: Class 7 contains 95245 members Mstep: Class 8 contains 67624 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3416 members Mstep: Class 12 contains 12278 members Mstep: Class 13 contains 30394 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7324 members Mstep: Class 16 contains 39899 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 21493 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 36245 members Mstep: Class 23 contains 81054 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97075 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106695904.000000 Penalty: 86378.781250 Iteration 55Q: 27 clusters Score -1.066959e+08 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 4371 members Mstep: Class 3 contains 6349 members Mstep: Class 4 contains 69033 members Mstep: Class 5 contains 67215 members Mstep: Class 6 contains 4346 members Mstep: Class 7 contains 95228 members Mstep: Class 8 contains 68110 members Mstep: Class 9 contains 1545 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3358 members Mstep: Class 12 contains 12286 members Mstep: Class 13 contains 30365 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7337 members Mstep: Class 16 contains 39972 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 21392 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1347 members Mstep: Class 22 contains 36291 members Mstep: Class 23 contains 80395 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 97081 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106696216.000000 Penalty: 86378.781250 Iteration 56Q: 27 clusters Score -1.066962e+08 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 4372 members Mstep: Class 3 contains 6367 members Mstep: Class 4 contains 69114 members Mstep: Class 5 contains 67246 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 95210 members Mstep: Class 8 contains 68536 members Mstep: Class 9 contains 1549 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3306 members Mstep: Class 12 contains 12289 members Mstep: Class 13 contains 30333 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 7346 members Mstep: Class 16 contains 40030 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 21315 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36349 members Mstep: Class 23 contains 79842 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 97086 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106696024.000000 Penalty: 86378.781250 Iteration 57Q: 27 clusters Score -1.06696e+08 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 4374 members Mstep: Class 3 contains 6383 members Mstep: Class 4 contains 69177 members Mstep: Class 5 contains 67271 members Mstep: Class 6 contains 4414 members Mstep: Class 7 contains 95190 members Mstep: Class 8 contains 68916 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3261 members Mstep: Class 12 contains 12292 members Mstep: Class 13 contains 30302 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7351 members Mstep: Class 16 contains 40080 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 21254 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36404 members Mstep: Class 23 contains 79361 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 97089 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106696240.000000 Penalty: 86378.781250 Iteration 58Q: 27 clusters Score -1.066962e+08 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 4376 members Mstep: Class 3 contains 6386 members Mstep: Class 4 contains 69224 members Mstep: Class 5 contains 67300 members Mstep: Class 6 contains 4433 members Mstep: Class 7 contains 95172 members Mstep: Class 8 contains 69248 members Mstep: Class 9 contains 1558 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3227 members Mstep: Class 12 contains 12292 members Mstep: Class 13 contains 30280 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7349 members Mstep: Class 16 contains 40146 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 21199 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36451 members Mstep: Class 23 contains 78931 members Mstep: Class 24 contains 1705 members Mstep: Class 25 contains 97093 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106696360.000000 Penalty: 86378.781250 Iteration 59Q: 27 clusters Score -1.066964e+08 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 4376 members Mstep: Class 3 contains 6388 members Mstep: Class 4 contains 69271 members Mstep: Class 5 contains 67317 members Mstep: Class 6 contains 4463 members Mstep: Class 7 contains 95164 members Mstep: Class 8 contains 69511 members Mstep: Class 9 contains 1564 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3207 members Mstep: Class 12 contains 12294 members Mstep: Class 13 contains 30268 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 7345 members Mstep: Class 16 contains 40205 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 21159 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 308 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36476 members Mstep: Class 23 contains 78555 members Mstep: Class 24 contains 1705 members Mstep: Class 25 contains 97096 members Mstep: Class 26 contains 256 members Entering Unmasked Estep ConsiderDeletion Score: -106696560.000000 Penalty: 86378.781250 Iteration 60F: 27 clusters Score -1.066966e+08 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 4377 members Mstep: Class 3 contains 6392 members Mstep: Class 4 contains 69287 members Mstep: Class 5 contains 67339 members Mstep: Class 6 contains 4482 members Mstep: Class 7 contains 95147 members Mstep: Class 8 contains 69784 members Mstep: Class 9 contains 1567 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3183 members Mstep: Class 12 contains 12295 members Mstep: Class 13 contains 30253 members Mstep: Class 14 contains 549 members Mstep: Class 15 contains 7341 members Mstep: Class 16 contains 40262 members Mstep: Class 17 contains 569 members Mstep: Class 18 contains 21119 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36515 members Mstep: Class 23 contains 78215 members Mstep: Class 24 contains 1705 members Mstep: Class 25 contains 97096 members Mstep: Class 26 contains 269 members Entering Unmasked Estep ConsiderDeletion Score: -106696944.000000 Penalty: 86378.781250 Iteration 61Q: 27 clusters Score -1.066969e+08 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 6397 members Mstep: Class 4 contains 69265 members Mstep: Class 5 contains 67353 members Mstep: Class 6 contains 4497 members Mstep: Class 7 contains 95147 members Mstep: Class 8 contains 70060 members Mstep: Class 9 contains 1566 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3152 members Mstep: Class 12 contains 12295 members Mstep: Class 13 contains 30235 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40332 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 21083 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 291 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36547 members Mstep: Class 23 contains 77908 members Mstep: Class 24 contains 1709 members Mstep: Class 25 contains 97100 members Mstep: Class 26 contains 266 members Entering Unmasked Estep ConsiderDeletion Score: -106696856.000000 Penalty: 86378.781250 Iteration 62Q: 27 clusters Score -1.066969e+08 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4379 members Mstep: Class 3 contains 6403 members Mstep: Class 4 contains 69260 members Mstep: Class 5 contains 67366 members Mstep: Class 6 contains 4514 members Mstep: Class 7 contains 95140 members Mstep: Class 8 contains 70312 members Mstep: Class 9 contains 1565 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3131 members Mstep: Class 12 contains 12295 members Mstep: Class 13 contains 30223 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 7336 members Mstep: Class 16 contains 40418 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 21054 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 293 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36567 members Mstep: Class 23 contains 77577 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 97105 members Mstep: Class 26 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -106696968.000000 Penalty: 86378.781250 Iteration 63Q: 27 clusters Score -1.06697e+08 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 4379 members Mstep: Class 3 contains 6403 members Mstep: Class 4 contains 69258 members Mstep: Class 5 contains 67382 members Mstep: Class 6 contains 4528 members Mstep: Class 7 contains 95131 members Mstep: Class 8 contains 70555 members Mstep: Class 9 contains 1570 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3106 members Mstep: Class 12 contains 12296 members Mstep: Class 13 contains 30204 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 7334 members Mstep: Class 16 contains 40493 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 21027 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36585 members Mstep: Class 23 contains 77272 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97115 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697000.000000 Penalty: 86378.781250 Iteration 64Q: 27 clusters Score -1.06697e+08 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6406 members Mstep: Class 4 contains 69271 members Mstep: Class 5 contains 67388 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 95130 members Mstep: Class 8 contains 70775 members Mstep: Class 9 contains 1575 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3087 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30190 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 7331 members Mstep: Class 16 contains 40553 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 21006 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36600 members Mstep: Class 23 contains 76987 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696936.000000 Penalty: 86378.781250 Iteration 65Q: 27 clusters Score -1.066969e+08 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6412 members Mstep: Class 4 contains 69347 members Mstep: Class 5 contains 67399 members Mstep: Class 6 contains 4552 members Mstep: Class 7 contains 95134 members Mstep: Class 8 contains 70956 members Mstep: Class 9 contains 1579 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3076 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30179 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 7330 members Mstep: Class 16 contains 40603 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20979 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36612 members Mstep: Class 23 contains 76679 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97117 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697168.000000 Penalty: 86378.781250 Iteration 66Q: 27 clusters Score -1.066972e+08 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 4385 members Mstep: Class 3 contains 6419 members Mstep: Class 4 contains 69412 members Mstep: Class 5 contains 67405 members Mstep: Class 6 contains 4553 members Mstep: Class 7 contains 95141 members Mstep: Class 8 contains 71104 members Mstep: Class 9 contains 1584 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3061 members Mstep: Class 12 contains 12293 members Mstep: Class 13 contains 30170 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 7333 members Mstep: Class 16 contains 40666 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20946 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36623 members Mstep: Class 23 contains 76416 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97122 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696936.000000 Penalty: 86378.781250 Iteration 67Q: 27 clusters Score -1.066969e+08 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 4386 members Mstep: Class 3 contains 6425 members Mstep: Class 4 contains 69468 members Mstep: Class 5 contains 67421 members Mstep: Class 6 contains 4556 members Mstep: Class 7 contains 95143 members Mstep: Class 8 contains 71258 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3051 members Mstep: Class 12 contains 12294 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 7335 members Mstep: Class 16 contains 40708 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20913 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36635 members Mstep: Class 23 contains 76170 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97124 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696880.000000 Penalty: 86378.781250 Iteration 68Q: 27 clusters Score -1.066969e+08 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6432 members Mstep: Class 4 contains 69497 members Mstep: Class 5 contains 67437 members Mstep: Class 6 contains 4566 members Mstep: Class 7 contains 95142 members Mstep: Class 8 contains 71380 members Mstep: Class 9 contains 1587 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3045 members Mstep: Class 12 contains 12293 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 7335 members Mstep: Class 16 contains 40750 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20885 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36640 members Mstep: Class 23 contains 75975 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97127 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696936.000000 Penalty: 86378.781250 Iteration 69Q: 27 clusters Score -1.066969e+08 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6438 members Mstep: Class 4 contains 69518 members Mstep: Class 5 contains 67448 members Mstep: Class 6 contains 4572 members Mstep: Class 7 contains 95149 members Mstep: Class 8 contains 71487 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3038 members Mstep: Class 12 contains 12294 members Mstep: Class 13 contains 30151 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7337 members Mstep: Class 16 contains 40784 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20856 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36650 members Mstep: Class 23 contains 75813 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97124 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696768.000000 Penalty: 86378.781250 Iteration 70Q: 27 clusters Score -1.066968e+08 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6441 members Mstep: Class 4 contains 69539 members Mstep: Class 5 contains 67461 members Mstep: Class 6 contains 4578 members Mstep: Class 7 contains 95151 members Mstep: Class 8 contains 71572 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3030 members Mstep: Class 12 contains 12294 members Mstep: Class 13 contains 30152 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40807 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20832 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36659 members Mstep: Class 23 contains 75684 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696696.000000 Penalty: 86378.781250 Iteration 71Q: 27 clusters Score -1.066967e+08 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6443 members Mstep: Class 4 contains 69591 members Mstep: Class 5 contains 67475 members Mstep: Class 6 contains 4584 members Mstep: Class 7 contains 95157 members Mstep: Class 8 contains 71624 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3022 members Mstep: Class 12 contains 12294 members Mstep: Class 13 contains 30150 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40840 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20804 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36668 members Mstep: Class 23 contains 75546 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696848.000000 Penalty: 86378.781250 Iteration 72Q: 27 clusters Score -1.066968e+08 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6446 members Mstep: Class 4 contains 69622 members Mstep: Class 5 contains 67491 members Mstep: Class 6 contains 4590 members Mstep: Class 7 contains 95162 members Mstep: Class 8 contains 71678 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3014 members Mstep: Class 12 contains 12296 members Mstep: Class 13 contains 30146 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40866 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20780 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36673 members Mstep: Class 23 contains 75435 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696872.000000 Penalty: 86378.781250 Iteration 73Q: 27 clusters Score -1.066969e+08 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6450 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67496 members Mstep: Class 6 contains 4593 members Mstep: Class 7 contains 95161 members Mstep: Class 8 contains 71734 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3009 members Mstep: Class 12 contains 12299 members Mstep: Class 13 contains 30138 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40890 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20768 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36684 members Mstep: Class 23 contains 75342 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106696992.000000 Penalty: 86378.781250 Iteration 74Q: 27 clusters Score -1.06697e+08 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6453 members Mstep: Class 4 contains 69663 members Mstep: Class 5 contains 67507 members Mstep: Class 6 contains 4594 members Mstep: Class 7 contains 95161 members Mstep: Class 8 contains 71776 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3006 members Mstep: Class 12 contains 12300 members Mstep: Class 13 contains 30129 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40919 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20751 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36694 members Mstep: Class 23 contains 75246 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697056.000000 Penalty: 86378.781250 Iteration 75Q: 27 clusters Score -1.066971e+08 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6454 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67519 members Mstep: Class 6 contains 4595 members Mstep: Class 7 contains 95158 members Mstep: Class 8 contains 71812 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3004 members Mstep: Class 12 contains 12300 members Mstep: Class 13 contains 30122 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40946 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20739 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36701 members Mstep: Class 23 contains 75171 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697064.000000 Penalty: 86378.781250 Iteration 76Q: 27 clusters Score -1.066971e+08 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6455 members Mstep: Class 4 contains 69687 members Mstep: Class 5 contains 67534 members Mstep: Class 6 contains 4597 members Mstep: Class 7 contains 95158 members Mstep: Class 8 contains 71848 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12299 members Mstep: Class 13 contains 30119 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40966 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20721 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36706 members Mstep: Class 23 contains 75103 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697096.000000 Penalty: 86378.781250 Iteration 77Q: 27 clusters Score -1.066971e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69680 members Mstep: Class 5 contains 67551 members Mstep: Class 6 contains 4599 members Mstep: Class 7 contains 95160 members Mstep: Class 8 contains 71888 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12299 members Mstep: Class 13 contains 30116 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 40998 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20702 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36710 members Mstep: Class 23 contains 75036 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697048.000000 Penalty: 86378.781250 Iteration 78Q: 27 clusters Score -1.06697e+08 nChanged 213 Entering ConstructFrom: Score: -106697048.000000 Penalty: 86378.781250 Entering ConstructFrom: Trying to split cluster 1 (2963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Entering Unmasked Estep Score: -479450.843750 Penalty: 1982.501465 Iteration 0F: 2 clusters Score -479450.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -476249.562500 Penalty: 3965.002930 Iteration 0F: 3 clusters Score -476249.6 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -476985.687500 Penalty: 3965.002930 Iteration 1F: 3 clusters Score -476985.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -477222.906250 Penalty: 3965.002930 Iteration 2F: 3 clusters Score -477222.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -477386.031250 Penalty: 3965.002930 Iteration 3F: 3 clusters Score -477386 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -477566.250000 Penalty: 3965.002930 Iteration 4F: 3 clusters Score -477566.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -477807.406250 Penalty: 3965.002930 Iteration 5F: 3 clusters Score -477807.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -478202.437500 Penalty: 3965.002930 Iteration 6F: 3 clusters Score -478202.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -478862.906250 Penalty: 3965.002930 Iteration 7F: 3 clusters Score -478862.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -479568.593750 Penalty: 3965.002930 Iteration 8F: 3 clusters Score -479568.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -479916.500000 Penalty: 3965.002930 Iteration 9Q: 3 clusters Score -479916.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -480012.906250 Penalty: 3965.002930 Iteration 10Q: 3 clusters Score -480012.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -480024.500000 Penalty: 3965.002930 Iteration 11Q: 3 clusters Score -480024.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -480026.562500 Penalty: 3965.002930 Iteration 12Q: 3 clusters Score -480026.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -480026.562500 Penalty: 3965.002930 Iteration 13F: 3 clusters Score -480026.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 1353 members Entering Unmasked Estep Score: -106696192.000000 Penalty: 89701.046875 Splitting cluster 1 changes total score from -106697048.000000 to -106696192.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (4384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Entering Unmasked Estep Score: -718937.187500 Penalty: 2079.657715 Iteration 0F: 2 clusters Score -718937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -714771.312500 Penalty: 4159.315430 Iteration 0F: 3 clusters Score -714771.3 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -715790.500000 Penalty: 4159.315430 Iteration 1F: 3 clusters Score -715790.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -716008.625000 Penalty: 4159.315430 Iteration 2F: 3 clusters Score -716008.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -716126.562500 Penalty: 4159.315430 Iteration 3Q: 3 clusters Score -716126.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -716219.125000 Penalty: 4159.315430 Iteration 4Q: 3 clusters Score -716219.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -716299.812500 Penalty: 4159.315430 Iteration 5Q: 3 clusters Score -716299.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -716362.375000 Penalty: 4159.315430 Iteration 6Q: 3 clusters Score -716362.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -716407.500000 Penalty: 4159.315430 Iteration 7Q: 3 clusters Score -716407.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -716437.375000 Penalty: 4159.315430 Iteration 8Q: 3 clusters Score -716437.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -716467.375000 Penalty: 4159.315430 Iteration 9Q: 3 clusters Score -716467.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -716495.625000 Penalty: 4159.315430 Iteration 10Q: 3 clusters Score -716495.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -716526.062500 Penalty: 4159.315430 Iteration 11Q: 3 clusters Score -716526.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -716555.437500 Penalty: 4159.315430 Iteration 12Q: 3 clusters Score -716555.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -716582.562500 Penalty: 4159.315430 Iteration 13Q: 3 clusters Score -716582.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -716618.062500 Penalty: 4159.315430 Iteration 14Q: 3 clusters Score -716618.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -716666.500000 Penalty: 4159.315430 Iteration 15Q: 3 clusters Score -716666.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -716715.437500 Penalty: 4159.315430 Iteration 16Q: 3 clusters Score -716715.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -716761.500000 Penalty: 4159.315430 Iteration 17Q: 3 clusters Score -716761.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -716802.062500 Penalty: 4159.315430 Iteration 18Q: 3 clusters Score -716802.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -716852.625000 Penalty: 4159.315430 Iteration 19Q: 3 clusters Score -716852.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -716909.062500 Penalty: 4159.315430 Iteration 20F: 3 clusters Score -716909.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -716969.937500 Penalty: 4159.315430 Iteration 21Q: 3 clusters Score -716969.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -717016.812500 Penalty: 4159.315430 Iteration 22Q: 3 clusters Score -717016.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -717061.250000 Penalty: 4159.315430 Iteration 23Q: 3 clusters Score -717061.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -717086.187500 Penalty: 4159.315430 Iteration 24Q: 3 clusters Score -717086.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -717108.250000 Penalty: 4159.315430 Iteration 25Q: 3 clusters Score -717108.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -717124.937500 Penalty: 4159.315430 Iteration 26Q: 3 clusters Score -717124.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -717134.812500 Penalty: 4159.315430 Iteration 27Q: 3 clusters Score -717134.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -717141.750000 Penalty: 4159.315430 Iteration 28Q: 3 clusters Score -717141.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -717146.062500 Penalty: 4159.315430 Iteration 29Q: 3 clusters Score -717146.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -717150.375000 Penalty: 4159.315430 Iteration 30Q: 3 clusters Score -717150.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -717152.687500 Penalty: 4159.315430 Iteration 31Q: 3 clusters Score -717152.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -717155.250000 Penalty: 4159.315430 Iteration 32Q: 3 clusters Score -717155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -717155.437500 Penalty: 4159.315430 Iteration 33Q: 3 clusters Score -717155.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -717157.750000 Penalty: 4159.315430 Iteration 34Q: 3 clusters Score -717157.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -717157.875000 Penalty: 4159.315430 Iteration 35Q: 3 clusters Score -717157.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -717159.625000 Penalty: 4159.315430 Iteration 36Q: 3 clusters Score -717159.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -717160.250000 Penalty: 4159.315430 Iteration 37Q: 3 clusters Score -717160.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -717162.125000 Penalty: 4159.315430 Iteration 38Q: 3 clusters Score -717162.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -717163.937500 Penalty: 4159.315430 Iteration 39Q: 3 clusters Score -717163.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -717165.000000 Penalty: 4159.315430 Iteration 40F: 3 clusters Score -717165 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -717166.125000 Penalty: 4159.315430 Iteration 41Q: 3 clusters Score -717166.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -717168.500000 Penalty: 4159.315430 Iteration 42Q: 3 clusters Score -717168.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -717169.625000 Penalty: 4159.315430 Iteration 43Q: 3 clusters Score -717169.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -717169.875000 Penalty: 4159.315430 Iteration 44Q: 3 clusters Score -717169.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -717170.875000 Penalty: 4159.315430 Iteration 45Q: 3 clusters Score -717170.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -717170.875000 Penalty: 4159.315430 Iteration 46F: 3 clusters Score -717170.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Entering Unmasked Estep Score: -1041510.000000 Penalty: 2175.645752 Iteration 0F: 2 clusters Score -1041510 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1036083.937500 Penalty: 4351.291504 Iteration 0F: 3 clusters Score -1036084 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1037746.562500 Penalty: 4351.291504 Iteration 1F: 3 clusters Score -1037747 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1038472.625000 Penalty: 4351.291504 Iteration 2F: 3 clusters Score -1038473 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1039217.250000 Penalty: 4351.291504 Iteration 3F: 3 clusters Score -1039217 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1039804.312500 Penalty: 4351.291504 Iteration 4F: 3 clusters Score -1039804 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1040216.312500 Penalty: 4351.291504 Iteration 5F: 3 clusters Score -1040216 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1040467.125000 Penalty: 4351.291504 Iteration 6F: 3 clusters Score -1040467 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1040611.000000 Penalty: 4351.291504 Iteration 7Q: 3 clusters Score -1040611 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1040696.750000 Penalty: 4351.291504 Iteration 8Q: 3 clusters Score -1040697 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1040772.875000 Penalty: 4351.291504 Iteration 9Q: 3 clusters Score -1040773 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1040822.250000 Penalty: 4351.291504 Iteration 10Q: 3 clusters Score -1040822 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -1040852.812500 Penalty: 4351.291504 Iteration 11Q: 3 clusters Score -1040853 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1040874.125000 Penalty: 4351.291504 Iteration 12Q: 3 clusters Score -1040874 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1040883.812500 Penalty: 4351.291504 Iteration 13Q: 3 clusters Score -1040884 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1040894.375000 Penalty: 4351.291504 Iteration 14Q: 3 clusters Score -1040894 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1040899.937500 Penalty: 4351.291504 Iteration 15Q: 3 clusters Score -1040900 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1040909.312500 Penalty: 4351.291504 Iteration 16Q: 3 clusters Score -1040909 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1040918.312500 Penalty: 4351.291504 Iteration 17Q: 3 clusters Score -1040918 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1040921.312500 Penalty: 4351.291504 Iteration 18Q: 3 clusters Score -1040921 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1040926.187500 Penalty: 4351.291504 Iteration 19Q: 3 clusters Score -1040926 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -1040928.125000 Penalty: 4351.291504 Iteration 20F: 3 clusters Score -1040928 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1040930.937500 Penalty: 4351.291504 Iteration 21Q: 3 clusters Score -1040931 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1040936.187500 Penalty: 4351.291504 Iteration 22Q: 3 clusters Score -1040936 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1040942.000000 Penalty: 4351.291504 Iteration 23Q: 3 clusters Score -1040942 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1040945.937500 Penalty: 4351.291504 Iteration 24Q: 3 clusters Score -1040946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1040946.062500 Penalty: 4351.291504 Iteration 25Q: 3 clusters Score -1040946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1040947.937500 Penalty: 4351.291504 Iteration 26Q: 3 clusters Score -1040948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1040949.562500 Penalty: 4351.291504 Iteration 27Q: 3 clusters Score -1040950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1040950.500000 Penalty: 4351.291504 Iteration 28Q: 3 clusters Score -1040950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1040949.062500 Penalty: 4351.291504 Iteration 29Q: 3 clusters Score -1040949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1040949.437500 Penalty: 4351.291504 Iteration 30Q: 3 clusters Score -1040949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1040949.437500 Penalty: 4351.291504 Iteration 31F: 3 clusters Score -1040949 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (69676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69676 members Entering Unmasked Estep Score: -11652451.000000 Penalty: 2765.599609 Iteration 0F: 2 clusters Score -1.165245e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34694 members Mstep: Class 2 contains 34982 members Entering Unmasked Estep Score: -11608635.000000 Penalty: 5531.199219 Iteration 0F: 3 clusters Score -1.160864e+07 nChanged 32660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33498 members Mstep: Class 2 contains 36178 members Entering Unmasked Estep Score: -11626762.000000 Penalty: 5531.199219 Iteration 1F: 3 clusters Score -1.162676e+07 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32717 members Mstep: Class 2 contains 36959 members Entering Unmasked Estep Score: -11627364.000000 Penalty: 5531.199219 Iteration 2Q: 3 clusters Score -1.162736e+07 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31521 members Mstep: Class 2 contains 38155 members Entering Unmasked Estep Score: -11628079.000000 Penalty: 5531.199219 Iteration 3Q: 3 clusters Score -1.162808e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29732 members Mstep: Class 2 contains 39944 members Entering Unmasked Estep Score: -11629021.000000 Penalty: 5531.199219 Iteration 4Q: 3 clusters Score -1.162902e+07 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 42528 members Entering Unmasked Estep Score: -11630376.000000 Penalty: 5531.199219 Iteration 5Q: 3 clusters Score -1.163038e+07 nChanged 4034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23486 members Mstep: Class 2 contains 46190 members Entering Unmasked Estep Score: -11632767.000000 Penalty: 5531.199219 Iteration 6F: 3 clusters Score -1.163277e+07 nChanged 5047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18619 members Mstep: Class 2 contains 51057 members Entering Unmasked Estep Score: -11636323.000000 Penalty: 5531.199219 Iteration 7F: 3 clusters Score -1.163632e+07 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 56391 members Entering Unmasked Estep Score: -11640376.000000 Penalty: 5531.199219 Iteration 8F: 3 clusters Score -1.164038e+07 nChanged 4868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 61219 members Entering Unmasked Estep Score: -11644106.000000 Penalty: 5531.199219 Iteration 9F: 3 clusters Score -1.164411e+07 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 64535 members Entering Unmasked Estep Score: -11646582.000000 Penalty: 5531.199219 Iteration 10Q: 3 clusters Score -1.164658e+07 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 66572 members Entering Unmasked Estep Score: -11648113.000000 Penalty: 5531.199219 Iteration 11Q: 3 clusters Score -1.164811e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 67681 members Entering Unmasked Estep Score: -11648995.000000 Penalty: 5531.199219 Iteration 12Q: 3 clusters Score -1.1649e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 68257 members Entering Unmasked Estep Score: -11649456.000000 Penalty: 5531.199219 Iteration 13Q: 3 clusters Score -1.164946e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 68560 members Entering Unmasked Estep Score: -11649690.000000 Penalty: 5531.199219 Iteration 14Q: 3 clusters Score -1.164969e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 68731 members Entering Unmasked Estep Score: -11649856.000000 Penalty: 5531.199219 Iteration 15Q: 3 clusters Score -1.164986e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 68830 members Entering Unmasked Estep Score: -11649952.000000 Penalty: 5531.199219 Iteration 16Q: 3 clusters Score -1.164995e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 68878 members Entering Unmasked Estep Score: -11650005.000000 Penalty: 5531.199219 Iteration 17Q: 3 clusters Score -1.165e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 68903 members Entering Unmasked Estep Score: -11650025.000000 Penalty: 5531.199219 Iteration 18Q: 3 clusters Score -1.165002e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 68923 members Entering Unmasked Estep Score: -11650034.000000 Penalty: 5531.199219 Iteration 19Q: 3 clusters Score -1.165003e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 68934 members Entering Unmasked Estep Score: -11650044.000000 Penalty: 5531.199219 Iteration 20F: 3 clusters Score -1.165004e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 68946 members Entering Unmasked Estep Score: -11650042.000000 Penalty: 5531.199219 Iteration 21Q: 3 clusters Score -1.165004e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 68949 members Entering Unmasked Estep Score: -11650037.000000 Penalty: 5531.199219 Iteration 22Q: 3 clusters Score -1.165004e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 68957 members Entering Unmasked Estep Score: -11650041.000000 Penalty: 5531.199219 Iteration 23Q: 3 clusters Score -1.165004e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 68962 members Entering Unmasked Estep Score: -11650053.000000 Penalty: 5531.199219 Iteration 24Q: 3 clusters Score -1.165005e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 68963 members Entering Unmasked Estep Score: -11650053.000000 Penalty: 5531.199219 Iteration 25Q: 3 clusters Score -1.165005e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 68966 members Entering Unmasked Estep Score: -11650045.000000 Penalty: 5531.199219 Iteration 26Q: 3 clusters Score -1.165004e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 68966 members Entering Unmasked Estep Score: -11650044.000000 Penalty: 5531.199219 Iteration 27Q: 3 clusters Score -1.165004e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 68968 members Entering Unmasked Estep Score: -11650041.000000 Penalty: 5531.199219 Iteration 28Q: 3 clusters Score -1.165004e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 68969 members Entering Unmasked Estep Score: -11650046.000000 Penalty: 5531.199219 Iteration 29Q: 3 clusters Score -1.165005e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 68973 members Entering Unmasked Estep Score: -11650063.000000 Penalty: 5531.199219 Iteration 30Q: 3 clusters Score -1.165006e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 68974 members Entering Unmasked Estep Score: -11650059.000000 Penalty: 5531.199219 Iteration 31Q: 3 clusters Score -1.165006e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 68975 members Entering Unmasked Estep Score: -11650055.000000 Penalty: 5531.199219 Iteration 32Q: 3 clusters Score -1.165006e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 68978 members Entering Unmasked Estep Score: -11650060.000000 Penalty: 5531.199219 Iteration 33Q: 3 clusters Score -1.165006e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 68978 members Entering Unmasked Estep Score: -11650058.000000 Penalty: 5531.199219 Iteration 34Q: 3 clusters Score -1.165006e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 68981 members Entering Unmasked Estep Score: -11650069.000000 Penalty: 5531.199219 Iteration 35Q: 3 clusters Score -1.165007e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 68982 members Entering Unmasked Estep Score: -11650070.000000 Penalty: 5531.199219 Iteration 36Q: 3 clusters Score -1.165007e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 68983 members Entering Unmasked Estep Score: -11650072.000000 Penalty: 5531.199219 Iteration 37Q: 3 clusters Score -1.165007e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 68983 members Entering Unmasked Estep Score: -11650076.000000 Penalty: 5531.199219 Iteration 38Q: 3 clusters Score -1.165008e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 68983 members Entering Unmasked Estep Score: -11650076.000000 Penalty: 5531.199219 Iteration 39F: 3 clusters Score -1.165008e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67567 members Entering Unmasked Estep Score: -11232766.000000 Penalty: 2757.977051 Iteration 0F: 2 clusters Score -1.123277e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33879 members Mstep: Class 2 contains 33688 members Entering Unmasked Estep Score: -11187360.000000 Penalty: 5515.954102 Iteration 0F: 3 clusters Score -1.118736e+07 nChanged 31654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34969 members Mstep: Class 2 contains 32598 members Entering Unmasked Estep Score: -11205118.000000 Penalty: 5515.954102 Iteration 1F: 3 clusters Score -1.120512e+07 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35589 members Mstep: Class 2 contains 31978 members Entering Unmasked Estep Score: -11205880.000000 Penalty: 5515.954102 Iteration 2Q: 3 clusters Score -1.120588e+07 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 31062 members Entering Unmasked Estep Score: -11206557.000000 Penalty: 5515.954102 Iteration 3Q: 3 clusters Score -1.120656e+07 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37825 members Mstep: Class 2 contains 29742 members Entering Unmasked Estep Score: -11207345.000000 Penalty: 5515.954102 Iteration 4Q: 3 clusters Score -1.120734e+07 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39826 members Mstep: Class 2 contains 27741 members Entering Unmasked Estep Score: -11208504.000000 Penalty: 5515.954102 Iteration 5Q: 3 clusters Score -1.12085e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42664 members Mstep: Class 2 contains 24903 members Entering Unmasked Estep Score: -11210029.000000 Penalty: 5515.954102 Iteration 6Q: 3 clusters Score -1.121003e+07 nChanged 4017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46419 members Mstep: Class 2 contains 21148 members Entering Unmasked Estep Score: -11212408.000000 Penalty: 5515.954102 Iteration 7F: 3 clusters Score -1.121241e+07 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51138 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -11215992.000000 Penalty: 5515.954102 Iteration 8F: 3 clusters Score -1.121599e+07 nChanged 5359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -11220748.000000 Penalty: 5515.954102 Iteration 9F: 3 clusters Score -1.122075e+07 nChanged 4650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61007 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -11224987.000000 Penalty: 5515.954102 Iteration 10F: 3 clusters Score -1.122499e+07 nChanged 3134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64099 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -11227876.000000 Penalty: 5515.954102 Iteration 11Q: 3 clusters Score -1.122788e+07 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65743 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -11229279.000000 Penalty: 5515.954102 Iteration 12Q: 3 clusters Score -1.122928e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66468 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -11229892.000000 Penalty: 5515.954102 Iteration 13Q: 3 clusters Score -1.122989e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66790 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -11230188.000000 Penalty: 5515.954102 Iteration 14Q: 3 clusters Score -1.123019e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66938 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -11230359.000000 Penalty: 5515.954102 Iteration 15Q: 3 clusters Score -1.123036e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67019 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -11230453.000000 Penalty: 5515.954102 Iteration 16Q: 3 clusters Score -1.123045e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67072 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -11230506.000000 Penalty: 5515.954102 Iteration 17Q: 3 clusters Score -1.123051e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67094 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -11230516.000000 Penalty: 5515.954102 Iteration 18Q: 3 clusters Score -1.123052e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67110 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -11230543.000000 Penalty: 5515.954102 Iteration 19Q: 3 clusters Score -1.123054e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67126 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -11230561.000000 Penalty: 5515.954102 Iteration 20F: 3 clusters Score -1.123056e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67137 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -11230559.000000 Penalty: 5515.954102 Iteration 21Q: 3 clusters Score -1.123056e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67141 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -11230557.000000 Penalty: 5515.954102 Iteration 22Q: 3 clusters Score -1.123056e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67143 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -11230566.000000 Penalty: 5515.954102 Iteration 23Q: 3 clusters Score -1.123057e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67141 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -11230568.000000 Penalty: 5515.954102 Iteration 24Q: 3 clusters Score -1.123057e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67141 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -11230575.000000 Penalty: 5515.954102 Iteration 25Q: 3 clusters Score -1.123058e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67140 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -11230576.000000 Penalty: 5515.954102 Iteration 26Q: 3 clusters Score -1.123058e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67141 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -11230581.000000 Penalty: 5515.954102 Iteration 27Q: 3 clusters Score -1.123058e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67144 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -11230592.000000 Penalty: 5515.954102 Iteration 28Q: 3 clusters Score -1.123059e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67147 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -11230592.000000 Penalty: 5515.954102 Iteration 29Q: 3 clusters Score -1.123059e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67153 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -11230595.000000 Penalty: 5515.954102 Iteration 30Q: 3 clusters Score -1.12306e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67156 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -11230611.000000 Penalty: 5515.954102 Iteration 31Q: 3 clusters Score -1.123061e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67156 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -11230618.000000 Penalty: 5515.954102 Iteration 32Q: 3 clusters Score -1.123062e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67160 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -11230627.000000 Penalty: 5515.954102 Iteration 33Q: 3 clusters Score -1.123063e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67165 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -11230626.000000 Penalty: 5515.954102 Iteration 34Q: 3 clusters Score -1.123063e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67166 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -11230636.000000 Penalty: 5515.954102 Iteration 35Q: 3 clusters Score -1.123064e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67166 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -11230638.000000 Penalty: 5515.954102 Iteration 36Q: 3 clusters Score -1.123064e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67167 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -11230638.000000 Penalty: 5515.954102 Iteration 37Q: 3 clusters Score -1.123064e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67169 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -11230648.000000 Penalty: 5515.954102 Iteration 38Q: 3 clusters Score -1.123065e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67173 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -11230656.000000 Penalty: 5515.954102 Iteration 39Q: 3 clusters Score -1.123066e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67175 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -11230667.000000 Penalty: 5515.954102 Iteration 40F: 3 clusters Score -1.123067e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67177 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -11230672.000000 Penalty: 5515.954102 Iteration 41Q: 3 clusters Score -1.123067e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67179 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -11230666.000000 Penalty: 5515.954102 Iteration 42Q: 3 clusters Score -1.123067e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67179 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -11230669.000000 Penalty: 5515.954102 Iteration 43Q: 3 clusters Score -1.123067e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67183 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -11230664.000000 Penalty: 5515.954102 Iteration 44Q: 3 clusters Score -1.123066e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67183 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -11230670.000000 Penalty: 5515.954102 Iteration 45Q: 3 clusters Score -1.123067e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67186 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -11230677.000000 Penalty: 5515.954102 Iteration 46Q: 3 clusters Score -1.123068e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67184 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -11230669.000000 Penalty: 5515.954102 Iteration 47Q: 3 clusters Score -1.123067e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67184 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -11230669.000000 Penalty: 5515.954102 Iteration 48F: 3 clusters Score -1.123067e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Entering Unmasked Estep Score: -732668.062500 Penalty: 2091.477295 Iteration 0F: 2 clusters Score -732668.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -728401.937500 Penalty: 4182.954590 Iteration 0F: 3 clusters Score -728401.9 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -729415.000000 Penalty: 4182.954590 Iteration 1F: 3 clusters Score -729415 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -729661.000000 Penalty: 4182.954590 Iteration 2F: 3 clusters Score -729661 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -729831.062500 Penalty: 4182.954590 Iteration 3F: 3 clusters Score -729831.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -729983.625000 Penalty: 4182.954590 Iteration 4Q: 3 clusters Score -729983.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -730114.312500 Penalty: 4182.954590 Iteration 5Q: 3 clusters Score -730114.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -730237.437500 Penalty: 4182.954590 Iteration 6Q: 3 clusters Score -730237.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -730349.000000 Penalty: 4182.954590 Iteration 7Q: 3 clusters Score -730349 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -730458.250000 Penalty: 4182.954590 Iteration 8Q: 3 clusters Score -730458.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -730569.937500 Penalty: 4182.954590 Iteration 9Q: 3 clusters Score -730569.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -730710.750000 Penalty: 4182.954590 Iteration 10Q: 3 clusters Score -730710.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -730875.125000 Penalty: 4182.954590 Iteration 11Q: 3 clusters Score -730875.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -730994.500000 Penalty: 4182.954590 Iteration 12Q: 3 clusters Score -730994.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -731090.187500 Penalty: 4182.954590 Iteration 13Q: 3 clusters Score -731090.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -731170.437500 Penalty: 4182.954590 Iteration 14Q: 3 clusters Score -731170.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -731230.625000 Penalty: 4182.954590 Iteration 15Q: 3 clusters Score -731230.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -731283.062500 Penalty: 4182.954590 Iteration 16Q: 3 clusters Score -731283.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -731318.687500 Penalty: 4182.954590 Iteration 17Q: 3 clusters Score -731318.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -731339.437500 Penalty: 4182.954590 Iteration 18Q: 3 clusters Score -731339.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -731360.500000 Penalty: 4182.954590 Iteration 19Q: 3 clusters Score -731360.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -731400.625000 Penalty: 4182.954590 Iteration 20F: 3 clusters Score -731400.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -731422.125000 Penalty: 4182.954590 Iteration 21Q: 3 clusters Score -731422.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -731438.937500 Penalty: 4182.954590 Iteration 22Q: 3 clusters Score -731438.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -731446.375000 Penalty: 4182.954590 Iteration 23Q: 3 clusters Score -731446.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -731453.000000 Penalty: 4182.954590 Iteration 24Q: 3 clusters Score -731453 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -731461.125000 Penalty: 4182.954590 Iteration 25Q: 3 clusters Score -731461.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -731465.187500 Penalty: 4182.954590 Iteration 26Q: 3 clusters Score -731465.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -731466.375000 Penalty: 4182.954590 Iteration 27Q: 3 clusters Score -731466.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -731469.875000 Penalty: 4182.954590 Iteration 28Q: 3 clusters Score -731469.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -731472.000000 Penalty: 4182.954590 Iteration 29Q: 3 clusters Score -731472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -731472.062500 Penalty: 4182.954590 Iteration 30Q: 3 clusters Score -731472.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -731472.062500 Penalty: 4182.954590 Iteration 31F: 3 clusters Score -731472.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (95163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95163 members Entering Unmasked Estep Score: -15688054.000000 Penalty: 2842.909912 Iteration 0F: 2 clusters Score -1.568805e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47692 members Mstep: Class 2 contains 47471 members Entering Unmasked Estep Score: -15630086.000000 Penalty: 5685.819824 Iteration 0F: 3 clusters Score -1.563009e+07 nChanged 45146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48482 members Mstep: Class 2 contains 46681 members Entering Unmasked Estep Score: -15655705.000000 Penalty: 5685.819824 Iteration 1F: 3 clusters Score -1.56557e+07 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48656 members Mstep: Class 2 contains 46507 members Entering Unmasked Estep Score: -15656358.000000 Penalty: 5685.819824 Iteration 2Q: 3 clusters Score -1.565636e+07 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48927 members Mstep: Class 2 contains 46236 members Entering Unmasked Estep Score: -15657116.000000 Penalty: 5685.819824 Iteration 3Q: 3 clusters Score -1.565712e+07 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49309 members Mstep: Class 2 contains 45854 members Entering Unmasked Estep Score: -15657912.000000 Penalty: 5685.819824 Iteration 4Q: 3 clusters Score -1.565791e+07 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49866 members Mstep: Class 2 contains 45297 members Entering Unmasked Estep Score: -15658762.000000 Penalty: 5685.819824 Iteration 5Q: 3 clusters Score -1.565876e+07 nChanged 3567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50687 members Mstep: Class 2 contains 44476 members Entering Unmasked Estep Score: -15660064.000000 Penalty: 5685.819824 Iteration 6Q: 3 clusters Score -1.566006e+07 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51950 members Mstep: Class 2 contains 43213 members Entering Unmasked Estep Score: -15661773.000000 Penalty: 5685.819824 Iteration 7Q: 3 clusters Score -1.566177e+07 nChanged 4405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53733 members Mstep: Class 2 contains 41430 members Entering Unmasked Estep Score: -15664042.000000 Penalty: 5685.819824 Iteration 8Q: 3 clusters Score -1.566404e+07 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56263 members Mstep: Class 2 contains 38900 members Entering Unmasked Estep Score: -15666917.000000 Penalty: 5685.819824 Iteration 9Q: 3 clusters Score -1.566692e+07 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59498 members Mstep: Class 2 contains 35665 members Entering Unmasked Estep Score: -15670578.000000 Penalty: 5685.819824 Iteration 10F: 3 clusters Score -1.567058e+07 nChanged 5270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63098 members Mstep: Class 2 contains 32065 members Entering Unmasked Estep Score: -15674604.000000 Penalty: 5685.819824 Iteration 11F: 3 clusters Score -1.56746e+07 nChanged 4773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66483 members Mstep: Class 2 contains 28680 members Entering Unmasked Estep Score: -15678362.000000 Penalty: 5685.819824 Iteration 12F: 3 clusters Score -1.567836e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69382 members Mstep: Class 2 contains 25781 members Entering Unmasked Estep Score: -15680783.000000 Penalty: 5685.819824 Iteration 13Q: 3 clusters Score -1.568078e+07 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71879 members Mstep: Class 2 contains 23284 members Entering Unmasked Estep Score: -15682310.000000 Penalty: 5685.819824 Iteration 14Q: 3 clusters Score -1.568231e+07 nChanged 2687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74082 members Mstep: Class 2 contains 21081 members Entering Unmasked Estep Score: -15683312.000000 Penalty: 5685.819824 Iteration 15Q: 3 clusters Score -1.568331e+07 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76101 members Mstep: Class 2 contains 19062 members Entering Unmasked Estep Score: -15684107.000000 Penalty: 5685.819824 Iteration 16Q: 3 clusters Score -1.568411e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77970 members Mstep: Class 2 contains 17193 members Entering Unmasked Estep Score: -15684562.000000 Penalty: 5685.819824 Iteration 17Q: 3 clusters Score -1.568456e+07 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79745 members Mstep: Class 2 contains 15418 members Entering Unmasked Estep Score: -15685278.000000 Penalty: 5685.819824 Iteration 18Q: 3 clusters Score -1.568528e+07 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81423 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -15685693.000000 Penalty: 5685.819824 Iteration 19Q: 3 clusters Score -1.568569e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82917 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -15686062.000000 Penalty: 5685.819824 Iteration 20F: 3 clusters Score -1.568606e+07 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84248 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -15686293.000000 Penalty: 5685.819824 Iteration 21Q: 3 clusters Score -1.568629e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85422 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -15686517.000000 Penalty: 5685.819824 Iteration 22Q: 3 clusters Score -1.568652e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86404 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -15686629.000000 Penalty: 5685.819824 Iteration 23Q: 3 clusters Score -1.568663e+07 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87189 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -15686791.000000 Penalty: 5685.819824 Iteration 24Q: 3 clusters Score -1.568679e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87856 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -15686870.000000 Penalty: 5685.819824 Iteration 25Q: 3 clusters Score -1.568687e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88466 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -15686960.000000 Penalty: 5685.819824 Iteration 26Q: 3 clusters Score -1.568696e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88949 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -15687048.000000 Penalty: 5685.819824 Iteration 27Q: 3 clusters Score -1.568705e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89385 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -15687137.000000 Penalty: 5685.819824 Iteration 28Q: 3 clusters Score -1.568714e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89729 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -15687142.000000 Penalty: 5685.819824 Iteration 29Q: 3 clusters Score -1.568714e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90015 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -15687150.000000 Penalty: 5685.819824 Iteration 30Q: 3 clusters Score -1.568715e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90246 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -15687173.000000 Penalty: 5685.819824 Iteration 31Q: 3 clusters Score -1.568717e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90447 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -15687163.000000 Penalty: 5685.819824 Iteration 32Q: 3 clusters Score -1.568716e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90606 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -15687220.000000 Penalty: 5685.819824 Iteration 33Q: 3 clusters Score -1.568722e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90743 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -15687250.000000 Penalty: 5685.819824 Iteration 34Q: 3 clusters Score -1.568725e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90858 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -15687263.000000 Penalty: 5685.819824 Iteration 35Q: 3 clusters Score -1.568726e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90984 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -15687264.000000 Penalty: 5685.819824 Iteration 36Q: 3 clusters Score -1.568726e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91086 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -15687274.000000 Penalty: 5685.819824 Iteration 37Q: 3 clusters Score -1.568727e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91181 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -15687268.000000 Penalty: 5685.819824 Iteration 38Q: 3 clusters Score -1.568727e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91265 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -15687250.000000 Penalty: 5685.819824 Iteration 39Q: 3 clusters Score -1.568725e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91335 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -15687266.000000 Penalty: 5685.819824 Iteration 40F: 3 clusters Score -1.568727e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91401 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -15687259.000000 Penalty: 5685.819824 Iteration 41Q: 3 clusters Score -1.568726e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91453 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -15687277.000000 Penalty: 5685.819824 Iteration 42Q: 3 clusters Score -1.568728e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91503 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -15687271.000000 Penalty: 5685.819824 Iteration 43Q: 3 clusters Score -1.568727e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91537 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -15687292.000000 Penalty: 5685.819824 Iteration 44Q: 3 clusters Score -1.568729e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91576 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -15687303.000000 Penalty: 5685.819824 Iteration 45Q: 3 clusters Score -1.56873e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91603 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -15687303.000000 Penalty: 5685.819824 Iteration 46Q: 3 clusters Score -1.56873e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91635 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -15687307.000000 Penalty: 5685.819824 Iteration 47Q: 3 clusters Score -1.568731e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91663 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -15687278.000000 Penalty: 5685.819824 Iteration 48Q: 3 clusters Score -1.568728e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91690 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -15687276.000000 Penalty: 5685.819824 Iteration 49Q: 3 clusters Score -1.568728e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91731 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -15687288.000000 Penalty: 5685.819824 Iteration 50Q: 3 clusters Score -1.568729e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91758 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -15687284.000000 Penalty: 5685.819824 Iteration 51Q: 3 clusters Score -1.568728e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91776 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -15687277.000000 Penalty: 5685.819824 Iteration 52Q: 3 clusters Score -1.568728e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91793 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -15687276.000000 Penalty: 5685.819824 Iteration 53Q: 3 clusters Score -1.568728e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91804 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -15687271.000000 Penalty: 5685.819824 Iteration 54Q: 3 clusters Score -1.568727e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91822 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -15687277.000000 Penalty: 5685.819824 Iteration 55Q: 3 clusters Score -1.568728e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91841 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -15687280.000000 Penalty: 5685.819824 Iteration 56Q: 3 clusters Score -1.568728e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91858 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -15687271.000000 Penalty: 5685.819824 Iteration 57Q: 3 clusters Score -1.568727e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91890 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -15687258.000000 Penalty: 5685.819824 Iteration 58Q: 3 clusters Score -1.568726e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91917 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -15687265.000000 Penalty: 5685.819824 Iteration 59Q: 3 clusters Score -1.568726e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91932 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -15687295.000000 Penalty: 5685.819824 Iteration 60F: 3 clusters Score -1.56873e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91943 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -15687289.000000 Penalty: 5685.819824 Iteration 61Q: 3 clusters Score -1.568729e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91952 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -15687296.000000 Penalty: 5685.819824 Iteration 62Q: 3 clusters Score -1.56873e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91956 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -15687299.000000 Penalty: 5685.819824 Iteration 63Q: 3 clusters Score -1.56873e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91967 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -15687300.000000 Penalty: 5685.819824 Iteration 64Q: 3 clusters Score -1.56873e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91971 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -15687309.000000 Penalty: 5685.819824 Iteration 65Q: 3 clusters Score -1.568731e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91977 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -15687302.000000 Penalty: 5685.819824 Iteration 66Q: 3 clusters Score -1.56873e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91984 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -15687320.000000 Penalty: 5685.819824 Iteration 67Q: 3 clusters Score -1.568732e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91992 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -15687309.000000 Penalty: 5685.819824 Iteration 68Q: 3 clusters Score -1.568731e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92000 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -15687331.000000 Penalty: 5685.819824 Iteration 69Q: 3 clusters Score -1.568733e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92008 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -15687318.000000 Penalty: 5685.819824 Iteration 70Q: 3 clusters Score -1.568732e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92014 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -15687328.000000 Penalty: 5685.819824 Iteration 71Q: 3 clusters Score -1.568733e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92013 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -15687333.000000 Penalty: 5685.819824 Iteration 72Q: 3 clusters Score -1.568733e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92016 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -15687340.000000 Penalty: 5685.819824 Iteration 73Q: 3 clusters Score -1.568734e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92020 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -15687351.000000 Penalty: 5685.819824 Iteration 74Q: 3 clusters Score -1.568735e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92025 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -15687353.000000 Penalty: 5685.819824 Iteration 75Q: 3 clusters Score -1.568735e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92033 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -15687351.000000 Penalty: 5685.819824 Iteration 76Q: 3 clusters Score -1.568735e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92039 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -15687354.000000 Penalty: 5685.819824 Iteration 77Q: 3 clusters Score -1.568735e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92047 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -15687364.000000 Penalty: 5685.819824 Iteration 78Q: 3 clusters Score -1.568736e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92051 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -15687361.000000 Penalty: 5685.819824 Iteration 79Q: 3 clusters Score -1.568736e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92056 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -15687358.000000 Penalty: 5685.819824 Iteration 80F: 3 clusters Score -1.568736e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92060 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -15687344.000000 Penalty: 5685.819824 Iteration 81Q: 3 clusters Score -1.568734e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92062 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -15687352.000000 Penalty: 5685.819824 Iteration 82Q: 3 clusters Score -1.568735e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92063 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -15687357.000000 Penalty: 5685.819824 Iteration 83Q: 3 clusters Score -1.568736e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92062 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -15687363.000000 Penalty: 5685.819824 Iteration 84Q: 3 clusters Score -1.568736e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92064 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -15687362.000000 Penalty: 5685.819824 Iteration 85Q: 3 clusters Score -1.568736e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92067 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -15687360.000000 Penalty: 5685.819824 Iteration 86Q: 3 clusters Score -1.568736e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92071 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -15687352.000000 Penalty: 5685.819824 Iteration 87Q: 3 clusters Score -1.568735e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92074 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -15687348.000000 Penalty: 5685.819824 Iteration 88Q: 3 clusters Score -1.568735e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92077 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -15687355.000000 Penalty: 5685.819824 Iteration 89Q: 3 clusters Score -1.568736e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92081 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -15687349.000000 Penalty: 5685.819824 Iteration 90Q: 3 clusters Score -1.568735e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92082 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -15687353.000000 Penalty: 5685.819824 Iteration 91Q: 3 clusters Score -1.568735e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92083 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -15687347.000000 Penalty: 5685.819824 Iteration 92Q: 3 clusters Score -1.568735e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92085 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -15687342.000000 Penalty: 5685.819824 Iteration 93Q: 3 clusters Score -1.568734e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92088 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -15687340.000000 Penalty: 5685.819824 Iteration 94Q: 3 clusters Score -1.568734e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92090 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -15687337.000000 Penalty: 5685.819824 Iteration 95Q: 3 clusters Score -1.568734e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92095 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -15687345.000000 Penalty: 5685.819824 Iteration 96Q: 3 clusters Score -1.568734e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92099 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -15687350.000000 Penalty: 5685.819824 Iteration 97Q: 3 clusters Score -1.568735e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92101 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -15687355.000000 Penalty: 5685.819824 Iteration 98Q: 3 clusters Score -1.568736e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92101 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -15687360.000000 Penalty: 5685.819824 Iteration 99Q: 3 clusters Score -1.568736e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92101 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -15687360.000000 Penalty: 5685.819824 Iteration 100F: 3 clusters Score -1.568736e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71939 members Entering Unmasked Estep Score: -12103396.000000 Penalty: 2773.526367 Iteration 0F: 2 clusters Score -1.21034e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35973 members Mstep: Class 2 contains 35966 members Entering Unmasked Estep Score: -12059949.000000 Penalty: 5547.052734 Iteration 0F: 3 clusters Score -1.205995e+07 nChanged 33579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35426 members Mstep: Class 2 contains 36513 members Entering Unmasked Estep Score: -12078668.000000 Penalty: 5547.052734 Iteration 1F: 3 clusters Score -1.207867e+07 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35022 members Mstep: Class 2 contains 36917 members Entering Unmasked Estep Score: -12079233.000000 Penalty: 5547.052734 Iteration 2Q: 3 clusters Score -1.207923e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34504 members Mstep: Class 2 contains 37435 members Entering Unmasked Estep Score: -12079685.000000 Penalty: 5547.052734 Iteration 3Q: 3 clusters Score -1.207968e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33783 members Mstep: Class 2 contains 38156 members Entering Unmasked Estep Score: -12080176.000000 Penalty: 5547.052734 Iteration 4Q: 3 clusters Score -1.208018e+07 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 39201 members Entering Unmasked Estep Score: -12080689.000000 Penalty: 5547.052734 Iteration 5Q: 3 clusters Score -1.208069e+07 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31321 members Mstep: Class 2 contains 40618 members Entering Unmasked Estep Score: -12081344.000000 Penalty: 5547.052734 Iteration 6Q: 3 clusters Score -1.208134e+07 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29332 members Mstep: Class 2 contains 42607 members Entering Unmasked Estep Score: -12082379.000000 Penalty: 5547.052734 Iteration 7Q: 3 clusters Score -1.208238e+07 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26536 members Mstep: Class 2 contains 45403 members Entering Unmasked Estep Score: -12083883.000000 Penalty: 5547.052734 Iteration 8Q: 3 clusters Score -1.208388e+07 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22963 members Mstep: Class 2 contains 48976 members Entering Unmasked Estep Score: -12086207.000000 Penalty: 5547.052734 Iteration 9F: 3 clusters Score -1.208621e+07 nChanged 4492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 53282 members Entering Unmasked Estep Score: -12089332.000000 Penalty: 5547.052734 Iteration 10F: 3 clusters Score -1.208933e+07 nChanged 4953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 58113 members Entering Unmasked Estep Score: -12092761.000000 Penalty: 5547.052734 Iteration 11F: 3 clusters Score -1.209276e+07 nChanged 4598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 62599 members Entering Unmasked Estep Score: -12095636.000000 Penalty: 5547.052734 Iteration 12F: 3 clusters Score -1.209564e+07 nChanged 3561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 66072 members Entering Unmasked Estep Score: -12097876.000000 Penalty: 5547.052734 Iteration 13Q: 3 clusters Score -1.209788e+07 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 68301 members Entering Unmasked Estep Score: -12099066.000000 Penalty: 5547.052734 Iteration 14Q: 3 clusters Score -1.209907e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 69549 members Entering Unmasked Estep Score: -12099760.000000 Penalty: 5547.052734 Iteration 15Q: 3 clusters Score -1.209976e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 70272 members Entering Unmasked Estep Score: -12100133.000000 Penalty: 5547.052734 Iteration 16Q: 3 clusters Score -1.210013e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 70711 members Entering Unmasked Estep Score: -12100418.000000 Penalty: 5547.052734 Iteration 17Q: 3 clusters Score -1.210042e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 70955 members Entering Unmasked Estep Score: -12100612.000000 Penalty: 5547.052734 Iteration 18Q: 3 clusters Score -1.210061e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 71107 members Entering Unmasked Estep Score: -12100742.000000 Penalty: 5547.052734 Iteration 19Q: 3 clusters Score -1.210074e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 71192 members Entering Unmasked Estep Score: -12100786.000000 Penalty: 5547.052734 Iteration 20F: 3 clusters Score -1.210079e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 71251 members Entering Unmasked Estep Score: -12100814.000000 Penalty: 5547.052734 Iteration 21Q: 3 clusters Score -1.210081e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 71293 members Entering Unmasked Estep Score: -12100871.000000 Penalty: 5547.052734 Iteration 22Q: 3 clusters Score -1.210087e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 71330 members Entering Unmasked Estep Score: -12100888.000000 Penalty: 5547.052734 Iteration 23Q: 3 clusters Score -1.210089e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 71357 members Entering Unmasked Estep Score: -12100935.000000 Penalty: 5547.052734 Iteration 24Q: 3 clusters Score -1.210094e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 71381 members Entering Unmasked Estep Score: -12100934.000000 Penalty: 5547.052734 Iteration 25Q: 3 clusters Score -1.210093e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 71397 members Entering Unmasked Estep Score: -12100930.000000 Penalty: 5547.052734 Iteration 26Q: 3 clusters Score -1.210093e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 71412 members Entering Unmasked Estep Score: -12100952.000000 Penalty: 5547.052734 Iteration 27Q: 3 clusters Score -1.210095e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 71425 members Entering Unmasked Estep Score: -12100963.000000 Penalty: 5547.052734 Iteration 28Q: 3 clusters Score -1.210096e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 71431 members Entering Unmasked Estep Score: -12100949.000000 Penalty: 5547.052734 Iteration 29Q: 3 clusters Score -1.210095e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 71435 members Entering Unmasked Estep Score: -12100962.000000 Penalty: 5547.052734 Iteration 30Q: 3 clusters Score -1.210096e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 71435 members Entering Unmasked Estep Score: -12100963.000000 Penalty: 5547.052734 Iteration 31Q: 3 clusters Score -1.210096e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 71436 members Entering Unmasked Estep Score: -12100963.000000 Penalty: 5547.052734 Iteration 32Q: 3 clusters Score -1.210096e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 71437 members Entering Unmasked Estep Score: -12100962.000000 Penalty: 5547.052734 Iteration 33Q: 3 clusters Score -1.210096e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 71437 members Entering Unmasked Estep Score: -12100962.000000 Penalty: 5547.052734 Iteration 34F: 3 clusters Score -1.210096e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -238801.000000 Penalty: 1827.504639 Iteration 0F: 2 clusters Score -238801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -236544.890625 Penalty: 3655.009277 Iteration 0F: 3 clusters Score -236544.9 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -237227.453125 Penalty: 3655.009277 Iteration 1F: 3 clusters Score -237227.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -237554.906250 Penalty: 3655.009277 Iteration 2F: 3 clusters Score -237554.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -237787.140625 Penalty: 3655.009277 Iteration 3F: 3 clusters Score -237787.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -237969.250000 Penalty: 3655.009277 Iteration 4F: 3 clusters Score -237969.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -238088.000000 Penalty: 3655.009277 Iteration 5Q: 3 clusters Score -238088 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -238179.640625 Penalty: 3655.009277 Iteration 6Q: 3 clusters Score -238179.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -238247.843750 Penalty: 3655.009277 Iteration 7Q: 3 clusters Score -238247.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -238335.203125 Penalty: 3655.009277 Iteration 8Q: 3 clusters Score -238335.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -238409.046875 Penalty: 3655.009277 Iteration 9Q: 3 clusters Score -238409 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -238493.687500 Penalty: 3655.009277 Iteration 10Q: 3 clusters Score -238493.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -238623.015625 Penalty: 3655.009277 Iteration 11Q: 3 clusters Score -238623 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -238715.593750 Penalty: 3655.009277 Iteration 12Q: 3 clusters Score -238715.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -238754.656250 Penalty: 3655.009277 Iteration 13Q: 3 clusters Score -238754.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -238789.265625 Penalty: 3655.009277 Iteration 14Q: 3 clusters Score -238789.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -238804.468750 Penalty: 3655.009277 Iteration 15Q: 3 clusters Score -238804.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -238817.312500 Penalty: 3655.009277 Iteration 16Q: 3 clusters Score -238817.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -238821.750000 Penalty: 3655.009277 Iteration 17Q: 3 clusters Score -238821.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -238822.859375 Penalty: 3655.009277 Iteration 18Q: 3 clusters Score -238822.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -238823.578125 Penalty: 3655.009277 Iteration 19Q: 3 clusters Score -238823.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -238823.578125 Penalty: 3655.009277 Iteration 20F: 3 clusters Score -238823.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 946 members Entering Unmasked Estep Score: -106695528.000000 Penalty: 89701.046875 Splitting cluster 9 changes total score from -106697048.000000 to -106695528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (1351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Entering Unmasked Estep Score: -207196.796875 Penalty: 1787.732910 Iteration 0F: 2 clusters Score -207196.8 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 686 members Entering Unmasked Estep Score: -205095.687500 Penalty: 3575.465820 Iteration 0F: 3 clusters Score -205095.7 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -205609.375000 Penalty: 3575.465820 Iteration 1F: 3 clusters Score -205609.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -205942.765625 Penalty: 3575.465820 Iteration 2F: 3 clusters Score -205942.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -206279.250000 Penalty: 3575.465820 Iteration 3F: 3 clusters Score -206279.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -206750.109375 Penalty: 3575.465820 Iteration 4F: 3 clusters Score -206750.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -207209.562500 Penalty: 3575.465820 Iteration 5F: 3 clusters Score -207209.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -207346.781250 Penalty: 3575.465820 Iteration 6Q: 3 clusters Score -207346.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -207410.390625 Penalty: 3575.465820 Iteration 7Q: 3 clusters Score -207410.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -207467.546875 Penalty: 3575.465820 Iteration 8Q: 3 clusters Score -207467.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -207517.593750 Penalty: 3575.465820 Iteration 9Q: 3 clusters Score -207517.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -207564.734375 Penalty: 3575.465820 Iteration 10Q: 3 clusters Score -207564.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -207633.828125 Penalty: 3575.465820 Iteration 11Q: 3 clusters Score -207633.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -207688.125000 Penalty: 3575.465820 Iteration 12Q: 3 clusters Score -207688.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -207706.359375 Penalty: 3575.465820 Iteration 13Q: 3 clusters Score -207706.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -207710.109375 Penalty: 3575.465820 Iteration 14Q: 3 clusters Score -207710.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -207710.796875 Penalty: 3575.465820 Iteration 15Q: 3 clusters Score -207710.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -207710.796875 Penalty: 3575.465820 Iteration 16F: 3 clusters Score -207710.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 588 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 763 members Entering Unmasked Estep Score: -106696136.000000 Penalty: 89701.046875 Splitting cluster 10 changes total score from -106697048.000000 to -106696136.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (3003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Entering Unmasked Estep Score: -447720.437500 Penalty: 1985.827026 Iteration 0F: 2 clusters Score -447720.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -444489.187500 Penalty: 3971.654053 Iteration 0F: 3 clusters Score -444489.2 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -445281.312500 Penalty: 3971.654053 Iteration 1F: 3 clusters Score -445281.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -445527.750000 Penalty: 3971.654053 Iteration 2F: 3 clusters Score -445527.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -445673.968750 Penalty: 3971.654053 Iteration 3F: 3 clusters Score -445674 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -445789.812500 Penalty: 3971.654053 Iteration 4Q: 3 clusters Score -445789.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -445902.062500 Penalty: 3971.654053 Iteration 5Q: 3 clusters Score -445902.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -446044.343750 Penalty: 3971.654053 Iteration 6Q: 3 clusters Score -446044.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -446166.000000 Penalty: 3971.654053 Iteration 7Q: 3 clusters Score -446166 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -446276.718750 Penalty: 3971.654053 Iteration 8Q: 3 clusters Score -446276.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -446365.406250 Penalty: 3971.654053 Iteration 9Q: 3 clusters Score -446365.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -446420.000000 Penalty: 3971.654053 Iteration 10Q: 3 clusters Score -446420 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -446453.687500 Penalty: 3971.654053 Iteration 11Q: 3 clusters Score -446453.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -446470.687500 Penalty: 3971.654053 Iteration 12Q: 3 clusters Score -446470.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -446487.687500 Penalty: 3971.654053 Iteration 13Q: 3 clusters Score -446487.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -446500.468750 Penalty: 3971.654053 Iteration 14Q: 3 clusters Score -446500.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -446519.625000 Penalty: 3971.654053 Iteration 15Q: 3 clusters Score -446519.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -446537.937500 Penalty: 3971.654053 Iteration 16Q: 3 clusters Score -446537.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -446553.750000 Penalty: 3971.654053 Iteration 17Q: 3 clusters Score -446553.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -446569.281250 Penalty: 3971.654053 Iteration 18Q: 3 clusters Score -446569.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -446588.656250 Penalty: 3971.654053 Iteration 19Q: 3 clusters Score -446588.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -446604.687500 Penalty: 3971.654053 Iteration 20F: 3 clusters Score -446604.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -446620.375000 Penalty: 3971.654053 Iteration 21Q: 3 clusters Score -446620.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -446638.281250 Penalty: 3971.654053 Iteration 22Q: 3 clusters Score -446638.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -446647.812500 Penalty: 3971.654053 Iteration 23Q: 3 clusters Score -446647.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -446652.968750 Penalty: 3971.654053 Iteration 24Q: 3 clusters Score -446653 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -446656.937500 Penalty: 3971.654053 Iteration 25Q: 3 clusters Score -446656.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -446661.281250 Penalty: 3971.654053 Iteration 26Q: 3 clusters Score -446661.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -446664.031250 Penalty: 3971.654053 Iteration 27Q: 3 clusters Score -446664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -446665.187500 Penalty: 3971.654053 Iteration 28Q: 3 clusters Score -446665.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -446667.281250 Penalty: 3971.654053 Iteration 29Q: 3 clusters Score -446667.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -446670.218750 Penalty: 3971.654053 Iteration 30Q: 3 clusters Score -446670.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -446671.718750 Penalty: 3971.654053 Iteration 31Q: 3 clusters Score -446671.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -446672.062500 Penalty: 3971.654053 Iteration 32Q: 3 clusters Score -446672.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -446672.062500 Penalty: 3971.654053 Iteration 33F: 3 clusters Score -446672.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Entering Unmasked Estep Score: -2035190.250000 Penalty: 2335.463379 Iteration 0F: 2 clusters Score -2035190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -2026035.500000 Penalty: 4670.926758 Iteration 0F: 3 clusters Score -2026036 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2029053.875000 Penalty: 4670.926758 Iteration 1F: 3 clusters Score -2029054 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -2029983.000000 Penalty: 4670.926758 Iteration 2F: 3 clusters Score -2029983 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -2031112.750000 Penalty: 4670.926758 Iteration 3F: 3 clusters Score -2031113 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -2032079.625000 Penalty: 4670.926758 Iteration 4F: 3 clusters Score -2032080 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -2032755.125000 Penalty: 4670.926758 Iteration 5F: 3 clusters Score -2032755 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -2033168.750000 Penalty: 4670.926758 Iteration 6F: 3 clusters Score -2033169 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -2033349.250000 Penalty: 4670.926758 Iteration 7Q: 3 clusters Score -2033349 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -2033447.375000 Penalty: 4670.926758 Iteration 8Q: 3 clusters Score -2033447 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -2033502.250000 Penalty: 4670.926758 Iteration 9Q: 3 clusters Score -2033502 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -2033520.375000 Penalty: 4670.926758 Iteration 10Q: 3 clusters Score -2033520 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -2033542.375000 Penalty: 4670.926758 Iteration 11Q: 3 clusters Score -2033542 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -2033552.500000 Penalty: 4670.926758 Iteration 12Q: 3 clusters Score -2033552 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -2033559.000000 Penalty: 4670.926758 Iteration 13Q: 3 clusters Score -2033559 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -2033564.000000 Penalty: 4670.926758 Iteration 14Q: 3 clusters Score -2033564 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -2033564.500000 Penalty: 4670.926758 Iteration 15Q: 3 clusters Score -2033564 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -2033573.500000 Penalty: 4670.926758 Iteration 16Q: 3 clusters Score -2033574 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -2033573.125000 Penalty: 4670.926758 Iteration 17Q: 3 clusters Score -2033573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -2033573.875000 Penalty: 4670.926758 Iteration 18Q: 3 clusters Score -2033574 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -2033573.750000 Penalty: 4670.926758 Iteration 19Q: 3 clusters Score -2033574 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -2033574.750000 Penalty: 4670.926758 Iteration 20F: 3 clusters Score -2033575 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -2033580.000000 Penalty: 4670.926758 Iteration 21Q: 3 clusters Score -2033580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -2033580.375000 Penalty: 4670.926758 Iteration 22Q: 3 clusters Score -2033580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -2033581.375000 Penalty: 4670.926758 Iteration 23Q: 3 clusters Score -2033581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -2033579.000000 Penalty: 4670.926758 Iteration 24Q: 3 clusters Score -2033579 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -2033579.875000 Penalty: 4670.926758 Iteration 25Q: 3 clusters Score -2033580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -2033581.000000 Penalty: 4670.926758 Iteration 26Q: 3 clusters Score -2033581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -2033580.625000 Penalty: 4670.926758 Iteration 27Q: 3 clusters Score -2033581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -2033579.625000 Penalty: 4670.926758 Iteration 28Q: 3 clusters Score -2033580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -2033578.625000 Penalty: 4670.926758 Iteration 29Q: 3 clusters Score -2033579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -2033578.500000 Penalty: 4670.926758 Iteration 30Q: 3 clusters Score -2033578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -2033581.500000 Penalty: 4670.926758 Iteration 31Q: 3 clusters Score -2033582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -2033578.375000 Penalty: 4670.926758 Iteration 32Q: 3 clusters Score -2033578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -2033580.125000 Penalty: 4670.926758 Iteration 33Q: 3 clusters Score -2033580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -2033583.500000 Penalty: 4670.926758 Iteration 34Q: 3 clusters Score -2033584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -2033583.500000 Penalty: 4670.926758 Iteration 35F: 3 clusters Score -2033584 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (30114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30114 members Entering Unmasked Estep Score: -4996706.000000 Penalty: 2557.560791 Iteration 0F: 2 clusters Score -4996706 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -4975997.500000 Penalty: 5115.121582 Iteration 0F: 3 clusters Score -4975998 nChanged 13675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -4983289.000000 Penalty: 5115.121582 Iteration 1F: 3 clusters Score -4983289 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 14323 members Entering Unmasked Estep Score: -4983732.500000 Penalty: 5115.121582 Iteration 2Q: 3 clusters Score -4983732 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16264 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -4984146.000000 Penalty: 5115.121582 Iteration 3Q: 3 clusters Score -4984146 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -4984604.500000 Penalty: 5115.121582 Iteration 4Q: 3 clusters Score -4984604 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17859 members Mstep: Class 2 contains 12255 members Entering Unmasked Estep Score: -4985157.500000 Penalty: 5115.121582 Iteration 5Q: 3 clusters Score -4985158 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18978 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -4985859.500000 Penalty: 5115.121582 Iteration 6Q: 3 clusters Score -4985860 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20399 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -4986854.000000 Penalty: 5115.121582 Iteration 7F: 3 clusters Score -4986854 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22043 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -4988083.500000 Penalty: 5115.121582 Iteration 8F: 3 clusters Score -4988084 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23730 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -4989406.500000 Penalty: 5115.121582 Iteration 9F: 3 clusters Score -4989406 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25297 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -4990693.500000 Penalty: 5115.121582 Iteration 10F: 3 clusters Score -4990694 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26702 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -4991865.000000 Penalty: 5115.121582 Iteration 11Q: 3 clusters Score -4991865 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27836 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -4992854.000000 Penalty: 5115.121582 Iteration 12Q: 3 clusters Score -4992854 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28615 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -4993552.000000 Penalty: 5115.121582 Iteration 13Q: 3 clusters Score -4993552 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29087 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -4993965.000000 Penalty: 5115.121582 Iteration 14Q: 3 clusters Score -4993965 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29332 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -4994165.500000 Penalty: 5115.121582 Iteration 15Q: 3 clusters Score -4994166 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29467 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -4994317.500000 Penalty: 5115.121582 Iteration 16Q: 3 clusters Score -4994318 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -4994413.500000 Penalty: 5115.121582 Iteration 17Q: 3 clusters Score -4994414 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29578 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -4994460.000000 Penalty: 5115.121582 Iteration 18Q: 3 clusters Score -4994460 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29616 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -4994496.500000 Penalty: 5115.121582 Iteration 19Q: 3 clusters Score -4994496 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29636 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -4994524.000000 Penalty: 5115.121582 Iteration 20F: 3 clusters Score -4994524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29653 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -4994535.000000 Penalty: 5115.121582 Iteration 21Q: 3 clusters Score -4994535 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29664 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -4994561.500000 Penalty: 5115.121582 Iteration 22Q: 3 clusters Score -4994562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29667 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4994571.500000 Penalty: 5115.121582 Iteration 23Q: 3 clusters Score -4994572 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29672 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4994573.000000 Penalty: 5115.121582 Iteration 24Q: 3 clusters Score -4994573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29677 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4994574.500000 Penalty: 5115.121582 Iteration 25Q: 3 clusters Score -4994574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29680 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4994575.000000 Penalty: 5115.121582 Iteration 26Q: 3 clusters Score -4994575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29681 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -4994583.500000 Penalty: 5115.121582 Iteration 27Q: 3 clusters Score -4994584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29682 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4994591.000000 Penalty: 5115.121582 Iteration 28Q: 3 clusters Score -4994591 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29682 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4994597.500000 Penalty: 5115.121582 Iteration 29Q: 3 clusters Score -4994598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29681 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -4994597.500000 Penalty: 5115.121582 Iteration 30Q: 3 clusters Score -4994598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29682 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4994596.000000 Penalty: 5115.121582 Iteration 31Q: 3 clusters Score -4994596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29683 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -4994597.000000 Penalty: 5115.121582 Iteration 32Q: 3 clusters Score -4994597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29684 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -4994599.500000 Penalty: 5115.121582 Iteration 33Q: 3 clusters Score -4994600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -4994597.500000 Penalty: 5115.121582 Iteration 34Q: 3 clusters Score -4994598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -4994597.500000 Penalty: 5115.121582 Iteration 35F: 3 clusters Score -4994598 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -72353.929688 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -72353.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70875.617188 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -70875.62 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -71117.265625 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -71117.27 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -71225.859375 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -71225.86 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71320.226562 Penalty: 3142.187012 Iteration 3Q: 3 clusters Score -71320.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -71486.546875 Penalty: 3142.187012 Iteration 4F: 3 clusters Score -71486.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71697.312500 Penalty: 3142.187012 Iteration 5F: 3 clusters Score -71697.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -72059.804688 Penalty: 3142.187012 Iteration 6F: 3 clusters Score -72059.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72331.421875 Penalty: 3142.187012 Iteration 7F: 3 clusters Score -72331.42 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -72514.109375 Penalty: 3142.187012 Iteration 8Q: 3 clusters Score -72514.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -72654.039062 Penalty: 3142.187012 Iteration 9Q: 3 clusters Score -72654.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72705.281250 Penalty: 3142.187012 Iteration 10Q: 3 clusters Score -72705.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -72715.437500 Penalty: 3142.187012 Iteration 11Q: 3 clusters Score -72715.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72723.398438 Penalty: 3142.187012 Iteration 12Q: 3 clusters Score -72723.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72723.398438 Penalty: 3142.187012 Iteration 13F: 3 clusters Score -72723.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 279 members Entering Unmasked Estep Score: -106695624.000000 Penalty: 89701.046875 Splitting cluster 14 changes total score from -106697048.000000 to -106695624.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (7338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Entering Unmasked Estep Score: -1212948.875000 Penalty: 2207.403809 Iteration 0F: 2 clusters Score -1212949 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1207040.500000 Penalty: 4414.807617 Iteration 0F: 3 clusters Score -1207040 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1208809.375000 Penalty: 4414.807617 Iteration 1F: 3 clusters Score -1208809 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1209183.500000 Penalty: 4414.807617 Iteration 2F: 3 clusters Score -1209184 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1209456.625000 Penalty: 4414.807617 Iteration 3F: 3 clusters Score -1209457 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1209655.750000 Penalty: 4414.807617 Iteration 4Q: 3 clusters Score -1209656 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1209852.750000 Penalty: 4414.807617 Iteration 5Q: 3 clusters Score -1209853 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1210088.000000 Penalty: 4414.807617 Iteration 6Q: 3 clusters Score -1210088 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1210386.875000 Penalty: 4414.807617 Iteration 7Q: 3 clusters Score -1210387 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1210776.875000 Penalty: 4414.807617 Iteration 8F: 3 clusters Score -1210777 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1211186.375000 Penalty: 4414.807617 Iteration 9F: 3 clusters Score -1211186 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1211555.250000 Penalty: 4414.807617 Iteration 10F: 3 clusters Score -1211555 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1211802.625000 Penalty: 4414.807617 Iteration 11Q: 3 clusters Score -1211803 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1211974.250000 Penalty: 4414.807617 Iteration 12Q: 3 clusters Score -1211974 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1212050.125000 Penalty: 4414.807617 Iteration 13Q: 3 clusters Score -1212050 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1212104.875000 Penalty: 4414.807617 Iteration 14Q: 3 clusters Score -1212105 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1212140.375000 Penalty: 4414.807617 Iteration 15Q: 3 clusters Score -1212140 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1212161.625000 Penalty: 4414.807617 Iteration 16Q: 3 clusters Score -1212162 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1212174.750000 Penalty: 4414.807617 Iteration 17Q: 3 clusters Score -1212175 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1212186.375000 Penalty: 4414.807617 Iteration 18Q: 3 clusters Score -1212186 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1212199.125000 Penalty: 4414.807617 Iteration 19Q: 3 clusters Score -1212199 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1212208.500000 Penalty: 4414.807617 Iteration 20F: 3 clusters Score -1212208 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1212217.625000 Penalty: 4414.807617 Iteration 21Q: 3 clusters Score -1212218 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1212227.750000 Penalty: 4414.807617 Iteration 22Q: 3 clusters Score -1212228 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1212236.875000 Penalty: 4414.807617 Iteration 23Q: 3 clusters Score -1212237 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1212242.500000 Penalty: 4414.807617 Iteration 24Q: 3 clusters Score -1212242 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1212247.375000 Penalty: 4414.807617 Iteration 25Q: 3 clusters Score -1212247 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1212254.875000 Penalty: 4414.807617 Iteration 26Q: 3 clusters Score -1212255 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1212259.250000 Penalty: 4414.807617 Iteration 27Q: 3 clusters Score -1212259 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1212259.500000 Penalty: 4414.807617 Iteration 28Q: 3 clusters Score -1212260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1212264.750000 Penalty: 4414.807617 Iteration 29Q: 3 clusters Score -1212265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1212263.750000 Penalty: 4414.807617 Iteration 30Q: 3 clusters Score -1212264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1212266.500000 Penalty: 4414.807617 Iteration 31Q: 3 clusters Score -1212266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1212267.000000 Penalty: 4414.807617 Iteration 32Q: 3 clusters Score -1212267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1212270.500000 Penalty: 4414.807617 Iteration 33Q: 3 clusters Score -1212270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1212270.500000 Penalty: 4414.807617 Iteration 34F: 3 clusters Score -1212270 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (41024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41024 members Entering Unmasked Estep Score: -6779605.500000 Penalty: 2634.234375 Iteration 0F: 2 clusters Score -6779606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 20494 members Entering Unmasked Estep Score: -6751918.500000 Penalty: 5268.468750 Iteration 0F: 3 clusters Score -6751918 nChanged 18772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20960 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -6762122.000000 Penalty: 5268.468750 Iteration 1F: 3 clusters Score -6762122 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -6762638.500000 Penalty: 5268.468750 Iteration 2Q: 3 clusters Score -6762638 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21570 members Mstep: Class 2 contains 19454 members Entering Unmasked Estep Score: -6763034.500000 Penalty: 5268.468750 Iteration 3Q: 3 clusters Score -6763034 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22011 members Mstep: Class 2 contains 19013 members Entering Unmasked Estep Score: -6763432.500000 Penalty: 5268.468750 Iteration 4Q: 3 clusters Score -6763432 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22559 members Mstep: Class 2 contains 18465 members Entering Unmasked Estep Score: -6763881.000000 Penalty: 5268.468750 Iteration 5Q: 3 clusters Score -6763881 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23303 members Mstep: Class 2 contains 17721 members Entering Unmasked Estep Score: -6764343.500000 Penalty: 5268.468750 Iteration 6Q: 3 clusters Score -6764344 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -6764862.500000 Penalty: 5268.468750 Iteration 7Q: 3 clusters Score -6764862 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25497 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -6765584.000000 Penalty: 5268.468750 Iteration 8Q: 3 clusters Score -6765584 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27100 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -6766527.000000 Penalty: 5268.468750 Iteration 9Q: 3 clusters Score -6766527 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28981 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -6767773.500000 Penalty: 5268.468750 Iteration 10Q: 3 clusters Score -6767774 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31181 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -6769378.000000 Penalty: 5268.468750 Iteration 11F: 3 clusters Score -6769378 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33462 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -6771249.500000 Penalty: 5268.468750 Iteration 12F: 3 clusters Score -6771250 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35599 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -6773038.500000 Penalty: 5268.468750 Iteration 13F: 3 clusters Score -6773038 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37310 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -6774451.500000 Penalty: 5268.468750 Iteration 14Q: 3 clusters Score -6774452 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38611 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -6775567.500000 Penalty: 5268.468750 Iteration 15Q: 3 clusters Score -6775568 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39443 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -6776268.500000 Penalty: 5268.468750 Iteration 16Q: 3 clusters Score -6776268 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39929 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -6776678.000000 Penalty: 5268.468750 Iteration 17Q: 3 clusters Score -6776678 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40193 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6776892.000000 Penalty: 5268.468750 Iteration 18Q: 3 clusters Score -6776892 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6777036.500000 Penalty: 5268.468750 Iteration 19Q: 3 clusters Score -6777036 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40451 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -6777111.000000 Penalty: 5268.468750 Iteration 20F: 3 clusters Score -6777111 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40498 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -6777153.500000 Penalty: 5268.468750 Iteration 21Q: 3 clusters Score -6777154 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40531 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -6777177.000000 Penalty: 5268.468750 Iteration 22Q: 3 clusters Score -6777177 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40556 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -6777207.000000 Penalty: 5268.468750 Iteration 23Q: 3 clusters Score -6777207 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40571 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6777222.000000 Penalty: 5268.468750 Iteration 24Q: 3 clusters Score -6777222 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40588 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -6777239.500000 Penalty: 5268.468750 Iteration 25Q: 3 clusters Score -6777240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40594 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -6777247.500000 Penalty: 5268.468750 Iteration 26Q: 3 clusters Score -6777248 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40600 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -6777256.000000 Penalty: 5268.468750 Iteration 27Q: 3 clusters Score -6777256 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40610 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -6777268.500000 Penalty: 5268.468750 Iteration 28Q: 3 clusters Score -6777268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40614 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -6777271.500000 Penalty: 5268.468750 Iteration 29Q: 3 clusters Score -6777272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -6777276.500000 Penalty: 5268.468750 Iteration 30Q: 3 clusters Score -6777276 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40620 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -6777285.500000 Penalty: 5268.468750 Iteration 31Q: 3 clusters Score -6777286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40624 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -6777290.000000 Penalty: 5268.468750 Iteration 32Q: 3 clusters Score -6777290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40626 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -6777294.000000 Penalty: 5268.468750 Iteration 33Q: 3 clusters Score -6777294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40629 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6777302.500000 Penalty: 5268.468750 Iteration 34Q: 3 clusters Score -6777302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40633 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -6777309.000000 Penalty: 5268.468750 Iteration 35Q: 3 clusters Score -6777309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40633 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -6777309.000000 Penalty: 5268.468750 Iteration 36F: 3 clusters Score -6777309 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -78574.140625 Penalty: 1572.409058 Iteration 0F: 2 clusters Score -78574.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -77231.835938 Penalty: 3144.818115 Iteration 0F: 3 clusters Score -77231.84 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -77773.601562 Penalty: 3144.818115 Iteration 1F: 3 clusters Score -77773.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -77986.500000 Penalty: 3144.818115 Iteration 2F: 3 clusters Score -77986.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -78171.343750 Penalty: 3144.818115 Iteration 3Q: 3 clusters Score -78171.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -78256.640625 Penalty: 3144.818115 Iteration 4Q: 3 clusters Score -78256.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -78303.843750 Penalty: 3144.818115 Iteration 5Q: 3 clusters Score -78303.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -78320.648438 Penalty: 3144.818115 Iteration 6Q: 3 clusters Score -78320.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -78342.632812 Penalty: 3144.818115 Iteration 7Q: 3 clusters Score -78342.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -78355.085938 Penalty: 3144.818115 Iteration 8Q: 3 clusters Score -78355.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -78368.039062 Penalty: 3144.818115 Iteration 9Q: 3 clusters Score -78368.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -78377.398438 Penalty: 3144.818115 Iteration 10Q: 3 clusters Score -78377.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -78384.625000 Penalty: 3144.818115 Iteration 11Q: 3 clusters Score -78384.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -78389.062500 Penalty: 3144.818115 Iteration 12Q: 3 clusters Score -78389.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -78392.390625 Penalty: 3144.818115 Iteration 13Q: 3 clusters Score -78392.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -78398.054688 Penalty: 3144.818115 Iteration 14Q: 3 clusters Score -78398.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -78403.367188 Penalty: 3144.818115 Iteration 15Q: 3 clusters Score -78403.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -78410.273438 Penalty: 3144.818115 Iteration 16Q: 3 clusters Score -78410.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -78410.273438 Penalty: 3144.818115 Iteration 17F: 3 clusters Score -78410.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (20682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Entering Unmasked Estep Score: -3525893.000000 Penalty: 2464.380859 Iteration 0F: 2 clusters Score -3525893 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -3511373.000000 Penalty: 4928.761719 Iteration 0F: 3 clusters Score -3511373 nChanged 9081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -3516175.750000 Penalty: 4928.761719 Iteration 1F: 3 clusters Score -3516176 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -3516569.750000 Penalty: 4928.761719 Iteration 2F: 3 clusters Score -3516570 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -3516853.000000 Penalty: 4928.761719 Iteration 3Q: 3 clusters Score -3516853 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -3517086.250000 Penalty: 4928.761719 Iteration 4Q: 3 clusters Score -3517086 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -3517277.500000 Penalty: 4928.761719 Iteration 5Q: 3 clusters Score -3517278 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -3517461.000000 Penalty: 4928.761719 Iteration 6Q: 3 clusters Score -3517461 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -3517685.750000 Penalty: 4928.761719 Iteration 7Q: 3 clusters Score -3517686 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -3517903.250000 Penalty: 4928.761719 Iteration 8Q: 3 clusters Score -3517903 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -3518175.500000 Penalty: 4928.761719 Iteration 9Q: 3 clusters Score -3518176 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -3518511.750000 Penalty: 4928.761719 Iteration 10Q: 3 clusters Score -3518512 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -3518940.250000 Penalty: 4928.761719 Iteration 11Q: 3 clusters Score -3518940 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -3519503.500000 Penalty: 4928.761719 Iteration 12Q: 3 clusters Score -3519504 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15050 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -3520165.500000 Penalty: 4928.761719 Iteration 13Q: 3 clusters Score -3520166 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15901 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -3520881.000000 Penalty: 4928.761719 Iteration 14Q: 3 clusters Score -3520881 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16642 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -3521479.250000 Penalty: 4928.761719 Iteration 15Q: 3 clusters Score -3521479 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17296 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -3521994.500000 Penalty: 4928.761719 Iteration 16Q: 3 clusters Score -3521994 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17836 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -3522417.750000 Penalty: 4928.761719 Iteration 17Q: 3 clusters Score -3522418 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -3522712.250000 Penalty: 4928.761719 Iteration 18Q: 3 clusters Score -3522712 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18608 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -3522954.500000 Penalty: 4928.761719 Iteration 19Q: 3 clusters Score -3522954 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18885 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -3523107.250000 Penalty: 4928.761719 Iteration 20F: 3 clusters Score -3523107 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19098 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -3523228.250000 Penalty: 4928.761719 Iteration 21Q: 3 clusters Score -3523228 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -3523319.250000 Penalty: 4928.761719 Iteration 22Q: 3 clusters Score -3523319 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19413 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -3523392.500000 Penalty: 4928.761719 Iteration 23Q: 3 clusters Score -3523392 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -3523442.000000 Penalty: 4928.761719 Iteration 24Q: 3 clusters Score -3523442 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19606 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -3523495.750000 Penalty: 4928.761719 Iteration 25Q: 3 clusters Score -3523496 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -3523532.750000 Penalty: 4928.761719 Iteration 26Q: 3 clusters Score -3523533 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19751 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3523572.250000 Penalty: 4928.761719 Iteration 27Q: 3 clusters Score -3523572 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19805 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -3523605.000000 Penalty: 4928.761719 Iteration 28Q: 3 clusters Score -3523605 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19839 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -3523625.500000 Penalty: 4928.761719 Iteration 29Q: 3 clusters Score -3523626 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19866 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -3523650.750000 Penalty: 4928.761719 Iteration 30Q: 3 clusters Score -3523651 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -3523661.750000 Penalty: 4928.761719 Iteration 31Q: 3 clusters Score -3523662 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -3523671.750000 Penalty: 4928.761719 Iteration 32Q: 3 clusters Score -3523672 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19938 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -3523684.750000 Penalty: 4928.761719 Iteration 33Q: 3 clusters Score -3523685 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3523696.500000 Penalty: 4928.761719 Iteration 34Q: 3 clusters Score -3523696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -3523711.250000 Penalty: 4928.761719 Iteration 35Q: 3 clusters Score -3523711 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19986 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -3523719.750000 Penalty: 4928.761719 Iteration 36Q: 3 clusters Score -3523720 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19995 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -3523726.000000 Penalty: 4928.761719 Iteration 37Q: 3 clusters Score -3523726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20009 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -3523738.500000 Penalty: 4928.761719 Iteration 38Q: 3 clusters Score -3523738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20015 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -3523743.000000 Penalty: 4928.761719 Iteration 39Q: 3 clusters Score -3523743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20017 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -3523743.250000 Penalty: 4928.761719 Iteration 40F: 3 clusters Score -3523743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20018 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -3523740.750000 Penalty: 4928.761719 Iteration 41Q: 3 clusters Score -3523741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20022 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -3523737.750000 Penalty: 4928.761719 Iteration 42Q: 3 clusters Score -3523738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20026 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -3523742.750000 Penalty: 4928.761719 Iteration 43Q: 3 clusters Score -3523743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20030 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -3523744.250000 Penalty: 4928.761719 Iteration 44Q: 3 clusters Score -3523744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -3523744.000000 Penalty: 4928.761719 Iteration 45Q: 3 clusters Score -3523744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20035 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -3523748.500000 Penalty: 4928.761719 Iteration 46Q: 3 clusters Score -3523748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20037 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3523748.500000 Penalty: 4928.761719 Iteration 47Q: 3 clusters Score -3523748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -3523750.000000 Penalty: 4928.761719 Iteration 48Q: 3 clusters Score -3523750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20037 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3523751.750000 Penalty: 4928.761719 Iteration 49Q: 3 clusters Score -3523752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -3523751.250000 Penalty: 4928.761719 Iteration 50Q: 3 clusters Score -3523751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20040 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3523754.000000 Penalty: 4928.761719 Iteration 51Q: 3 clusters Score -3523754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20043 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -3523757.000000 Penalty: 4928.761719 Iteration 52Q: 3 clusters Score -3523757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20048 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -3523757.250000 Penalty: 4928.761719 Iteration 53Q: 3 clusters Score -3523757 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -3523763.750000 Penalty: 4928.761719 Iteration 54Q: 3 clusters Score -3523764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -3523762.250000 Penalty: 4928.761719 Iteration 55Q: 3 clusters Score -3523762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20058 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -3523762.250000 Penalty: 4928.761719 Iteration 56Q: 3 clusters Score -3523762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20058 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -3523762.250000 Penalty: 4928.761719 Iteration 57F: 3 clusters Score -3523762 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Entering Unmasked Estep Score: -676155.187500 Penalty: 2044.855225 Iteration 0F: 2 clusters Score -676155.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -672354.750000 Penalty: 4089.710449 Iteration 0F: 3 clusters Score -672354.8 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -673149.125000 Penalty: 4089.710449 Iteration 1F: 3 clusters Score -673149.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -673315.812500 Penalty: 4089.710449 Iteration 2F: 3 clusters Score -673315.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -673425.562500 Penalty: 4089.710449 Iteration 3F: 3 clusters Score -673425.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -673481.125000 Penalty: 4089.710449 Iteration 4Q: 3 clusters Score -673481.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -673512.812500 Penalty: 4089.710449 Iteration 5Q: 3 clusters Score -673512.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -673535.187500 Penalty: 4089.710449 Iteration 6Q: 3 clusters Score -673535.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -673545.625000 Penalty: 4089.710449 Iteration 7Q: 3 clusters Score -673545.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -673553.875000 Penalty: 4089.710449 Iteration 8Q: 3 clusters Score -673553.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -673565.062500 Penalty: 4089.710449 Iteration 9Q: 3 clusters Score -673565.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -673575.812500 Penalty: 4089.710449 Iteration 10Q: 3 clusters Score -673575.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -673584.250000 Penalty: 4089.710449 Iteration 11Q: 3 clusters Score -673584.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -673589.437500 Penalty: 4089.710449 Iteration 12Q: 3 clusters Score -673589.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -673593.125000 Penalty: 4089.710449 Iteration 13Q: 3 clusters Score -673593.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -673596.125000 Penalty: 4089.710449 Iteration 14Q: 3 clusters Score -673596.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -673596.750000 Penalty: 4089.710449 Iteration 15Q: 3 clusters Score -673596.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -673601.000000 Penalty: 4089.710449 Iteration 16Q: 3 clusters Score -673601 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -673602.375000 Penalty: 4089.710449 Iteration 17Q: 3 clusters Score -673602.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -673603.750000 Penalty: 4089.710449 Iteration 18Q: 3 clusters Score -673603.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -673605.875000 Penalty: 4089.710449 Iteration 19Q: 3 clusters Score -673605.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -673607.812500 Penalty: 4089.710449 Iteration 20F: 3 clusters Score -673607.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -673608.500000 Penalty: 4089.710449 Iteration 21Q: 3 clusters Score -673608.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -673609.375000 Penalty: 4089.710449 Iteration 22Q: 3 clusters Score -673609.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -673608.937500 Penalty: 4089.710449 Iteration 23Q: 3 clusters Score -673608.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -673610.000000 Penalty: 4089.710449 Iteration 24Q: 3 clusters Score -673610 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -673612.437500 Penalty: 4089.710449 Iteration 25Q: 3 clusters Score -673612.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -673613.375000 Penalty: 4089.710449 Iteration 26Q: 3 clusters Score -673613.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -673615.437500 Penalty: 4089.710449 Iteration 27Q: 3 clusters Score -673615.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -673616.500000 Penalty: 4089.710449 Iteration 28Q: 3 clusters Score -673616.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -673619.500000 Penalty: 4089.710449 Iteration 29Q: 3 clusters Score -673619.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -673619.375000 Penalty: 4089.710449 Iteration 30Q: 3 clusters Score -673619.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -673620.375000 Penalty: 4089.710449 Iteration 31Q: 3 clusters Score -673620.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -673619.625000 Penalty: 4089.710449 Iteration 32Q: 3 clusters Score -673619.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -673623.000000 Penalty: 4089.710449 Iteration 33Q: 3 clusters Score -673623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -673622.750000 Penalty: 4089.710449 Iteration 34Q: 3 clusters Score -673622.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -673622.937500 Penalty: 4089.710449 Iteration 35Q: 3 clusters Score -673622.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -673622.937500 Penalty: 4089.710449 Iteration 36F: 3 clusters Score -673622.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -29356.716797 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -29356.72 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 148 members Entering Unmasked Estep Score: -28318.607422 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -28318.61 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -28498.439453 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -28498.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -28568.591797 Penalty: 2819.055664 Iteration 2F: 3 clusters Score -28568.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -28626.177734 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -28626.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28667.158203 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -28667.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -28726.644531 Penalty: 2819.055664 Iteration 5F: 3 clusters Score -28726.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28856.181641 Penalty: 2819.055664 Iteration 6Q: 3 clusters Score -28856.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28910.888672 Penalty: 2819.055664 Iteration 7Q: 3 clusters Score -28910.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -28963.332031 Penalty: 2819.055664 Iteration 8Q: 3 clusters Score -28963.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29058.542969 Penalty: 2819.055664 Iteration 9Q: 3 clusters Score -29058.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -29249.189453 Penalty: 2819.055664 Iteration 10Q: 3 clusters Score -29249.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -29558.527344 Penalty: 2819.055664 Iteration 11Q: 3 clusters Score -29558.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -29795.464844 Penalty: 2819.055664 Iteration 12Q: 3 clusters Score -29795.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -29916.121094 Penalty: 2819.055664 Iteration 13Q: 3 clusters Score -29916.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -29983.382812 Penalty: 2819.055664 Iteration 14Q: 3 clusters Score -29983.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -30091.802734 Penalty: 2819.055664 Iteration 15Q: 3 clusters Score -30091.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30312.646484 Penalty: 2819.055664 Iteration 16Q: 3 clusters Score -30312.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -30333.787109 Penalty: 2819.055664 Iteration 17Q: 3 clusters Score -30333.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -30413.667969 Penalty: 2819.055664 Iteration 18Q: 3 clusters Score -30413.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -30424.546875 Penalty: 2819.055664 Iteration 19F: 3 clusters Score -30424.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -30457.875000 Penalty: 2819.055664 Iteration 20F: 3 clusters Score -30457.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -30507.218750 Penalty: 2819.055664 Iteration 21Q: 3 clusters Score -30507.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -30521.656250 Penalty: 2819.055664 Iteration 22Q: 3 clusters Score -30521.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -30521.656250 Penalty: 2819.055664 Iteration 23F: 3 clusters Score -30521.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 121 members Mstep: Class 21 contains 1348 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 173 members Entering Unmasked Estep Score: -106696312.000000 Penalty: 89701.046875 Splitting cluster 20 changes total score from -106697048.000000 to -106696312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (1348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Entering Unmasked Estep Score: -198418.093750 Penalty: 1787.181641 Iteration 0F: 2 clusters Score -198418.1 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 658 members Entering Unmasked Estep Score: -196493.515625 Penalty: 3574.363281 Iteration 0F: 3 clusters Score -196493.5 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -197941.062500 Penalty: 3574.363281 Iteration 1F: 3 clusters Score -197941.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -198937.062500 Penalty: 3574.363281 Iteration 2F: 3 clusters Score -198937.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -199813.859375 Penalty: 3574.363281 Iteration 3F: 3 clusters Score -199813.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -199984.500000 Penalty: 3574.363281 Iteration 4Q: 3 clusters Score -199984.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -200054.687500 Penalty: 3574.363281 Iteration 5Q: 3 clusters Score -200054.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -200216.687500 Penalty: 3574.363281 Iteration 6Q: 3 clusters Score -200216.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -200281.843750 Penalty: 3574.363281 Iteration 7Q: 3 clusters Score -200281.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -200290.625000 Penalty: 3574.363281 Iteration 8Q: 3 clusters Score -200290.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -200290.625000 Penalty: 3574.363281 Iteration 9F: 3 clusters Score -200290.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1007 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 341 members Entering Unmasked Estep Score: -106697488.000000 Penalty: 89701.046875 Splitting cluster 21 changes total score from -106697048.000000 to -106697488.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 22 (36715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36715 members Entering Unmasked Estep Score: -5773712.000000 Penalty: 2606.713379 Iteration 0F: 2 clusters Score -5773712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18532 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -5748957.000000 Penalty: 5213.426758 Iteration 0F: 3 clusters Score -5748957 nChanged 16677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19537 members Mstep: Class 2 contains 17178 members Entering Unmasked Estep Score: -5758464.000000 Penalty: 5213.426758 Iteration 1F: 3 clusters Score -5758464 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -5759265.000000 Penalty: 5213.426758 Iteration 2F: 3 clusters Score -5759265 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20888 members Mstep: Class 2 contains 15827 members Entering Unmasked Estep Score: -5760162.000000 Penalty: 5213.426758 Iteration 3F: 3 clusters Score -5760162 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 14882 members Entering Unmasked Estep Score: -5761255.000000 Penalty: 5213.426758 Iteration 4F: 3 clusters Score -5761255 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22983 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -5762648.000000 Penalty: 5213.426758 Iteration 5F: 3 clusters Score -5762648 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24212 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -5764077.000000 Penalty: 5213.426758 Iteration 6F: 3 clusters Score -5764077 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25542 members Mstep: Class 2 contains 11173 members Entering Unmasked Estep Score: -5765419.500000 Penalty: 5213.426758 Iteration 7F: 3 clusters Score -5765420 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26809 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -5766610.000000 Penalty: 5213.426758 Iteration 8Q: 3 clusters Score -5766610 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27969 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -5767596.000000 Penalty: 5213.426758 Iteration 9Q: 3 clusters Score -5767596 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29072 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -5768368.500000 Penalty: 5213.426758 Iteration 10Q: 3 clusters Score -5768368 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30048 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -5769024.500000 Penalty: 5213.426758 Iteration 11Q: 3 clusters Score -5769024 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30891 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -5769529.000000 Penalty: 5213.426758 Iteration 12Q: 3 clusters Score -5769529 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31599 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -5769875.500000 Penalty: 5213.426758 Iteration 13Q: 3 clusters Score -5769876 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -5770161.000000 Penalty: 5213.426758 Iteration 14Q: 3 clusters Score -5770161 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32756 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -5770411.500000 Penalty: 5213.426758 Iteration 15Q: 3 clusters Score -5770412 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33209 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -5770646.500000 Penalty: 5213.426758 Iteration 16Q: 3 clusters Score -5770646 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33588 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -5770789.500000 Penalty: 5213.426758 Iteration 17Q: 3 clusters Score -5770790 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33916 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -5770932.000000 Penalty: 5213.426758 Iteration 18Q: 3 clusters Score -5770932 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34185 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -5771045.500000 Penalty: 5213.426758 Iteration 19Q: 3 clusters Score -5771046 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34397 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -5771139.500000 Penalty: 5213.426758 Iteration 20F: 3 clusters Score -5771140 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34594 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -5771216.000000 Penalty: 5213.426758 Iteration 21Q: 3 clusters Score -5771216 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34763 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -5771305.000000 Penalty: 5213.426758 Iteration 22Q: 3 clusters Score -5771305 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34914 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -5771355.500000 Penalty: 5213.426758 Iteration 23Q: 3 clusters Score -5771356 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35055 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -5771408.000000 Penalty: 5213.426758 Iteration 24Q: 3 clusters Score -5771408 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35178 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -5771464.000000 Penalty: 5213.426758 Iteration 25Q: 3 clusters Score -5771464 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35300 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5771499.000000 Penalty: 5213.426758 Iteration 26Q: 3 clusters Score -5771499 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35396 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -5771553.000000 Penalty: 5213.426758 Iteration 27Q: 3 clusters Score -5771553 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35458 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -5771578.500000 Penalty: 5213.426758 Iteration 28Q: 3 clusters Score -5771578 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35504 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -5771598.000000 Penalty: 5213.426758 Iteration 29Q: 3 clusters Score -5771598 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35545 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -5771613.000000 Penalty: 5213.426758 Iteration 30Q: 3 clusters Score -5771613 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35590 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -5771631.500000 Penalty: 5213.426758 Iteration 31Q: 3 clusters Score -5771632 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35643 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -5771651.000000 Penalty: 5213.426758 Iteration 32Q: 3 clusters Score -5771651 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35679 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -5771661.000000 Penalty: 5213.426758 Iteration 33Q: 3 clusters Score -5771661 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35716 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -5771683.000000 Penalty: 5213.426758 Iteration 34Q: 3 clusters Score -5771683 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35748 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -5771714.500000 Penalty: 5213.426758 Iteration 35Q: 3 clusters Score -5771714 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35779 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -5771726.000000 Penalty: 5213.426758 Iteration 36Q: 3 clusters Score -5771726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35797 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -5771738.000000 Penalty: 5213.426758 Iteration 37Q: 3 clusters Score -5771738 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35810 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -5771747.500000 Penalty: 5213.426758 Iteration 38Q: 3 clusters Score -5771748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35818 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -5771741.500000 Penalty: 5213.426758 Iteration 39Q: 3 clusters Score -5771742 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35825 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -5771742.500000 Penalty: 5213.426758 Iteration 40F: 3 clusters Score -5771742 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35834 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -5771750.000000 Penalty: 5213.426758 Iteration 41Q: 3 clusters Score -5771750 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35847 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -5771760.000000 Penalty: 5213.426758 Iteration 42Q: 3 clusters Score -5771760 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35863 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -5771763.000000 Penalty: 5213.426758 Iteration 43Q: 3 clusters Score -5771763 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35878 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -5771779.000000 Penalty: 5213.426758 Iteration 44Q: 3 clusters Score -5771779 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35901 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -5771790.500000 Penalty: 5213.426758 Iteration 45Q: 3 clusters Score -5771790 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35915 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5771806.500000 Penalty: 5213.426758 Iteration 46Q: 3 clusters Score -5771806 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35923 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -5771809.000000 Penalty: 5213.426758 Iteration 47Q: 3 clusters Score -5771809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35930 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -5771803.500000 Penalty: 5213.426758 Iteration 48Q: 3 clusters Score -5771804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35936 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -5771814.000000 Penalty: 5213.426758 Iteration 49Q: 3 clusters Score -5771814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35941 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -5771820.000000 Penalty: 5213.426758 Iteration 50Q: 3 clusters Score -5771820 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35952 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -5771830.500000 Penalty: 5213.426758 Iteration 51Q: 3 clusters Score -5771830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35959 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -5771825.500000 Penalty: 5213.426758 Iteration 52Q: 3 clusters Score -5771826 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35968 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -5771827.500000 Penalty: 5213.426758 Iteration 53Q: 3 clusters Score -5771828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35974 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -5771837.000000 Penalty: 5213.426758 Iteration 54Q: 3 clusters Score -5771837 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35980 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -5771834.000000 Penalty: 5213.426758 Iteration 55Q: 3 clusters Score -5771834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35981 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -5771835.500000 Penalty: 5213.426758 Iteration 56Q: 3 clusters Score -5771836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35985 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -5771840.500000 Penalty: 5213.426758 Iteration 57Q: 3 clusters Score -5771840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35987 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5771836.500000 Penalty: 5213.426758 Iteration 58Q: 3 clusters Score -5771836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35987 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5771839.500000 Penalty: 5213.426758 Iteration 59Q: 3 clusters Score -5771840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -5771842.000000 Penalty: 5213.426758 Iteration 60F: 3 clusters Score -5771842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35990 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -5771843.000000 Penalty: 5213.426758 Iteration 61Q: 3 clusters Score -5771843 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35990 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -5771842.500000 Penalty: 5213.426758 Iteration 62Q: 3 clusters Score -5771842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35992 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -5771837.000000 Penalty: 5213.426758 Iteration 63Q: 3 clusters Score -5771837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35994 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -5771841.500000 Penalty: 5213.426758 Iteration 64Q: 3 clusters Score -5771842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35994 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -5771841.000000 Penalty: 5213.426758 Iteration 65Q: 3 clusters Score -5771841 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35995 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5771841.500000 Penalty: 5213.426758 Iteration 66Q: 3 clusters Score -5771842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35995 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5771844.000000 Penalty: 5213.426758 Iteration 67Q: 3 clusters Score -5771844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35995 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5771844.000000 Penalty: 5213.426758 Iteration 68F: 3 clusters Score -5771844 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (74964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74964 members Entering Unmasked Estep Score: -11911372.000000 Penalty: 2783.741211 Iteration 0F: 2 clusters Score -1.191137e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37663 members Mstep: Class 2 contains 37301 members Entering Unmasked Estep Score: -11861480.000000 Penalty: 5567.482422 Iteration 0F: 3 clusters Score -1.186148e+07 nChanged 35288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39265 members Mstep: Class 2 contains 35699 members Entering Unmasked Estep Score: -11881769.000000 Penalty: 5567.482422 Iteration 1F: 3 clusters Score -1.188177e+07 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40503 members Mstep: Class 2 contains 34461 members Entering Unmasked Estep Score: -11882966.000000 Penalty: 5567.482422 Iteration 2Q: 3 clusters Score -1.188297e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42443 members Mstep: Class 2 contains 32521 members Entering Unmasked Estep Score: -11884421.000000 Penalty: 5567.482422 Iteration 3Q: 3 clusters Score -1.188442e+07 nChanged 4093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45268 members Mstep: Class 2 contains 29696 members Entering Unmasked Estep Score: -11886560.000000 Penalty: 5567.482422 Iteration 4F: 3 clusters Score -1.188656e+07 nChanged 4858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49166 members Mstep: Class 2 contains 25798 members Entering Unmasked Estep Score: -11889580.000000 Penalty: 5567.482422 Iteration 5F: 3 clusters Score -1.188958e+07 nChanged 5352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53896 members Mstep: Class 2 contains 21068 members Entering Unmasked Estep Score: -11893688.000000 Penalty: 5567.482422 Iteration 6F: 3 clusters Score -1.189369e+07 nChanged 5514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58934 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -11898250.000000 Penalty: 5567.482422 Iteration 7F: 3 clusters Score -1.189825e+07 nChanged 4658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63240 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -11902367.000000 Penalty: 5567.482422 Iteration 8F: 3 clusters Score -1.190237e+07 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66331 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -11905139.000000 Penalty: 5567.482422 Iteration 9Q: 3 clusters Score -1.190514e+07 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68323 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -11906784.000000 Penalty: 5567.482422 Iteration 10Q: 3 clusters Score -1.190678e+07 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69594 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -11907665.000000 Penalty: 5567.482422 Iteration 11Q: 3 clusters Score -1.190766e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70492 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -11908229.000000 Penalty: 5567.482422 Iteration 12Q: 3 clusters Score -1.190823e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71140 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -11908687.000000 Penalty: 5567.482422 Iteration 13Q: 3 clusters Score -1.190869e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71595 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -11908974.000000 Penalty: 5567.482422 Iteration 14Q: 3 clusters Score -1.190897e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71906 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -11909204.000000 Penalty: 5567.482422 Iteration 15Q: 3 clusters Score -1.19092e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72108 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -11909323.000000 Penalty: 5567.482422 Iteration 16Q: 3 clusters Score -1.190932e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72303 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -11909489.000000 Penalty: 5567.482422 Iteration 17Q: 3 clusters Score -1.190949e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72460 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -11909589.000000 Penalty: 5567.482422 Iteration 18Q: 3 clusters Score -1.190959e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72562 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -11909696.000000 Penalty: 5567.482422 Iteration 19Q: 3 clusters Score -1.19097e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72635 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -11909775.000000 Penalty: 5567.482422 Iteration 20F: 3 clusters Score -1.190978e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72689 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -11909812.000000 Penalty: 5567.482422 Iteration 21Q: 3 clusters Score -1.190981e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72736 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -11909835.000000 Penalty: 5567.482422 Iteration 22Q: 3 clusters Score -1.190984e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72771 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -11909845.000000 Penalty: 5567.482422 Iteration 23Q: 3 clusters Score -1.190984e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72789 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -11909851.000000 Penalty: 5567.482422 Iteration 24Q: 3 clusters Score -1.190985e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72802 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -11909847.000000 Penalty: 5567.482422 Iteration 25Q: 3 clusters Score -1.190985e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72816 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -11909875.000000 Penalty: 5567.482422 Iteration 26Q: 3 clusters Score -1.190988e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72830 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -11909883.000000 Penalty: 5567.482422 Iteration 27Q: 3 clusters Score -1.190988e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72840 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -11909881.000000 Penalty: 5567.482422 Iteration 28Q: 3 clusters Score -1.190988e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72849 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -11909890.000000 Penalty: 5567.482422 Iteration 29Q: 3 clusters Score -1.190989e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72855 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -11909885.000000 Penalty: 5567.482422 Iteration 30Q: 3 clusters Score -1.190988e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72860 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -11909887.000000 Penalty: 5567.482422 Iteration 31Q: 3 clusters Score -1.190989e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72861 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -11909884.000000 Penalty: 5567.482422 Iteration 32Q: 3 clusters Score -1.190988e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72870 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -11909886.000000 Penalty: 5567.482422 Iteration 33Q: 3 clusters Score -1.190989e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72876 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -11909897.000000 Penalty: 5567.482422 Iteration 34Q: 3 clusters Score -1.19099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72879 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -11909900.000000 Penalty: 5567.482422 Iteration 35Q: 3 clusters Score -1.19099e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72880 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -11909898.000000 Penalty: 5567.482422 Iteration 36Q: 3 clusters Score -1.19099e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72884 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -11909904.000000 Penalty: 5567.482422 Iteration 37Q: 3 clusters Score -1.19099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72885 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -11909896.000000 Penalty: 5567.482422 Iteration 38Q: 3 clusters Score -1.19099e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72885 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -11909896.000000 Penalty: 5567.482422 Iteration 39F: 3 clusters Score -1.19099e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Entering Unmasked Estep Score: -269244.062500 Penalty: 1846.608398 Iteration 0F: 2 clusters Score -269244.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -266831.343750 Penalty: 3693.216797 Iteration 0F: 3 clusters Score -266831.3 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -267386.375000 Penalty: 3693.216797 Iteration 1F: 3 clusters Score -267386.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -267646.062500 Penalty: 3693.216797 Iteration 2F: 3 clusters Score -267646.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -267827.250000 Penalty: 3693.216797 Iteration 3F: 3 clusters Score -267827.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -267934.906250 Penalty: 3693.216797 Iteration 4Q: 3 clusters Score -267934.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -268010.843750 Penalty: 3693.216797 Iteration 5Q: 3 clusters Score -268010.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -268069.250000 Penalty: 3693.216797 Iteration 6Q: 3 clusters Score -268069.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -268114.625000 Penalty: 3693.216797 Iteration 7Q: 3 clusters Score -268114.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -268156.218750 Penalty: 3693.216797 Iteration 8Q: 3 clusters Score -268156.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -268192.656250 Penalty: 3693.216797 Iteration 9Q: 3 clusters Score -268192.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -268226.031250 Penalty: 3693.216797 Iteration 10Q: 3 clusters Score -268226 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -268244.843750 Penalty: 3693.216797 Iteration 11Q: 3 clusters Score -268244.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -268258.531250 Penalty: 3693.216797 Iteration 12Q: 3 clusters Score -268258.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -268269.593750 Penalty: 3693.216797 Iteration 13Q: 3 clusters Score -268269.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -268276.125000 Penalty: 3693.216797 Iteration 14Q: 3 clusters Score -268276.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -268280.656250 Penalty: 3693.216797 Iteration 15Q: 3 clusters Score -268280.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -268280.656250 Penalty: 3693.216797 Iteration 16F: 3 clusters Score -268280.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (97118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97118 members Entering Unmasked Estep Score: -16252471.000000 Penalty: 2847.953125 Iteration 0F: 2 clusters Score -1.625247e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48542 members Mstep: Class 2 contains 48576 members Entering Unmasked Estep Score: -16199807.000000 Penalty: 5695.906250 Iteration 0F: 3 clusters Score -1.619981e+07 nChanged 45764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47642 members Mstep: Class 2 contains 49476 members Entering Unmasked Estep Score: -16225530.000000 Penalty: 5695.906250 Iteration 1F: 3 clusters Score -1.622553e+07 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46976 members Mstep: Class 2 contains 50142 members Entering Unmasked Estep Score: -16226221.000000 Penalty: 5695.906250 Iteration 2Q: 3 clusters Score -1.622622e+07 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45913 members Mstep: Class 2 contains 51205 members Entering Unmasked Estep Score: -16226925.000000 Penalty: 5695.906250 Iteration 3Q: 3 clusters Score -1.622692e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44334 members Mstep: Class 2 contains 52784 members Entering Unmasked Estep Score: -16227695.000000 Penalty: 5695.906250 Iteration 4Q: 3 clusters Score -1.62277e+07 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41949 members Mstep: Class 2 contains 55169 members Entering Unmasked Estep Score: -16228764.000000 Penalty: 5695.906250 Iteration 5Q: 3 clusters Score -1.622876e+07 nChanged 4289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38442 members Mstep: Class 2 contains 58676 members Entering Unmasked Estep Score: -16230478.000000 Penalty: 5695.906250 Iteration 6Q: 3 clusters Score -1.623048e+07 nChanged 5461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33487 members Mstep: Class 2 contains 63631 members Entering Unmasked Estep Score: -16233157.000000 Penalty: 5695.906250 Iteration 7F: 3 clusters Score -1.623316e+07 nChanged 6600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27153 members Mstep: Class 2 contains 69965 members Entering Unmasked Estep Score: -16237132.000000 Penalty: 5695.906250 Iteration 8F: 3 clusters Score -1.623713e+07 nChanged 7226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20089 members Mstep: Class 2 contains 77029 members Entering Unmasked Estep Score: -16241463.000000 Penalty: 5695.906250 Iteration 9F: 3 clusters Score -1.624146e+07 nChanged 6857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13318 members Mstep: Class 2 contains 83800 members Entering Unmasked Estep Score: -16244965.000000 Penalty: 5695.906250 Iteration 10F: 3 clusters Score -1.624496e+07 nChanged 5307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 89057 members Entering Unmasked Estep Score: -16247309.000000 Penalty: 5695.906250 Iteration 11F: 3 clusters Score -1.624731e+07 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 92379 members Entering Unmasked Estep Score: -16248738.000000 Penalty: 5695.906250 Iteration 12Q: 3 clusters Score -1.624874e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 94326 members Entering Unmasked Estep Score: -16249518.000000 Penalty: 5695.906250 Iteration 13Q: 3 clusters Score -1.624952e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 95384 members Entering Unmasked Estep Score: -16249984.000000 Penalty: 5695.906250 Iteration 14Q: 3 clusters Score -1.624998e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 95925 members Entering Unmasked Estep Score: -16250224.000000 Penalty: 5695.906250 Iteration 15Q: 3 clusters Score -1.625022e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 96195 members Entering Unmasked Estep Score: -16250349.000000 Penalty: 5695.906250 Iteration 16Q: 3 clusters Score -1.625035e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 96342 members Entering Unmasked Estep Score: -16250486.000000 Penalty: 5695.906250 Iteration 17Q: 3 clusters Score -1.625049e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 96438 members Entering Unmasked Estep Score: -16250541.000000 Penalty: 5695.906250 Iteration 18Q: 3 clusters Score -1.625054e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 96501 members Entering Unmasked Estep Score: -16250578.000000 Penalty: 5695.906250 Iteration 19Q: 3 clusters Score -1.625058e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 96538 members Entering Unmasked Estep Score: -16250607.000000 Penalty: 5695.906250 Iteration 20F: 3 clusters Score -1.625061e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 96556 members Entering Unmasked Estep Score: -16250637.000000 Penalty: 5695.906250 Iteration 21Q: 3 clusters Score -1.625064e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 96580 members Entering Unmasked Estep Score: -16250664.000000 Penalty: 5695.906250 Iteration 22Q: 3 clusters Score -1.625066e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 96600 members Entering Unmasked Estep Score: -16250685.000000 Penalty: 5695.906250 Iteration 23Q: 3 clusters Score -1.625068e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 96609 members Entering Unmasked Estep Score: -16250676.000000 Penalty: 5695.906250 Iteration 24Q: 3 clusters Score -1.625068e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 96614 members Entering Unmasked Estep Score: -16250682.000000 Penalty: 5695.906250 Iteration 25Q: 3 clusters Score -1.625068e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 96621 members Entering Unmasked Estep Score: -16250707.000000 Penalty: 5695.906250 Iteration 26Q: 3 clusters Score -1.625071e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 96624 members Entering Unmasked Estep Score: -16250700.000000 Penalty: 5695.906250 Iteration 27Q: 3 clusters Score -1.62507e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 96628 members Entering Unmasked Estep Score: -16250716.000000 Penalty: 5695.906250 Iteration 28Q: 3 clusters Score -1.625072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 96632 members Entering Unmasked Estep Score: -16250726.000000 Penalty: 5695.906250 Iteration 29Q: 3 clusters Score -1.625073e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 96638 members Entering Unmasked Estep Score: -16250750.000000 Penalty: 5695.906250 Iteration 30Q: 3 clusters Score -1.625075e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 96639 members Entering Unmasked Estep Score: -16250750.000000 Penalty: 5695.906250 Iteration 31Q: 3 clusters Score -1.625075e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 96640 members Entering Unmasked Estep Score: -16250737.000000 Penalty: 5695.906250 Iteration 32Q: 3 clusters Score -1.625074e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 96639 members Entering Unmasked Estep Score: -16250746.000000 Penalty: 5695.906250 Iteration 33Q: 3 clusters Score -1.625075e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 96638 members Entering Unmasked Estep Score: -16250742.000000 Penalty: 5695.906250 Iteration 34Q: 3 clusters Score -1.625074e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 96639 members Entering Unmasked Estep Score: -16250747.000000 Penalty: 5695.906250 Iteration 35Q: 3 clusters Score -1.625075e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 96640 members Entering Unmasked Estep Score: -16250738.000000 Penalty: 5695.906250 Iteration 36Q: 3 clusters Score -1.625074e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 96640 members Entering Unmasked Estep Score: -16250738.000000 Penalty: 5695.906250 Iteration 37F: 3 clusters Score -1.625074e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -17320.197266 Penalty: 1380.949463 Iteration 0F: 2 clusters Score -17320.2 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 120 members Entering Unmasked Estep Score: -16229.003906 Penalty: 2761.898926 Iteration 0F: 3 clusters Score -16229 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -16680.767578 Penalty: 2761.898926 Iteration 1F: 3 clusters Score -16680.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -16985.673828 Penalty: 2761.898926 Iteration 2F: 3 clusters Score -16985.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -17239.849609 Penalty: 2761.898926 Iteration 3F: 3 clusters Score -17239.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -17408.697266 Penalty: 2761.898926 Iteration 4Q: 3 clusters Score -17408.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -17554.724609 Penalty: 2761.898926 Iteration 5Q: 3 clusters Score -17554.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -17806.642578 Penalty: 2761.898926 Iteration 6F: 3 clusters Score -17806.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -18021.470703 Penalty: 2761.898926 Iteration 7Q: 3 clusters Score -18021.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18132.279297 Penalty: 2761.898926 Iteration 8Q: 3 clusters Score -18132.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -18152.646484 Penalty: 2761.898926 Iteration 9Q: 3 clusters Score -18152.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -18174.037109 Penalty: 2761.898926 Iteration 10Q: 3 clusters Score -18174.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -18197.949219 Penalty: 2761.898926 Iteration 11Q: 3 clusters Score -18197.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18292.085938 Penalty: 2761.898926 Iteration 12Q: 3 clusters Score -18292.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18332.130859 Penalty: 2761.898926 Iteration 13Q: 3 clusters Score -18332.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18407.304688 Penalty: 2761.898926 Iteration 14Q: 3 clusters Score -18407.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18480.699219 Penalty: 2761.898926 Iteration 15Q: 3 clusters Score -18480.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -18594.060547 Penalty: 2761.898926 Iteration 16Q: 3 clusters Score -18594.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -18594.371094 Penalty: 2761.898926 Iteration 17F: 3 clusters Score -18594.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18616.787109 Penalty: 2761.898926 Iteration 18Q: 3 clusters Score -18616.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18616.787109 Penalty: 2761.898926 Iteration 19F: 3 clusters Score -18616.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1007 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 90 members Mstep: Class 27 contains 341 members Mstep: Class 28 contains 172 members Entering Unmasked Estep Score: -106696816.000000 Penalty: 93023.304688 Splitting cluster 26 changes total score from -106697048.000000 to -106696816.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69676 members Mstep: Class 5 contains 67567 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71939 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1351 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41024 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20682 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1007 members Mstep: Class 22 contains 36715 members Mstep: Class 23 contains 74964 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97118 members Mstep: Class 26 contains 262 members Entering Unmasked Estep ConsiderDeletion Score: -106697512.000000 Penalty: 89701.046875 Iteration 79Q: 28 clusters Score -1.066975e+08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6456 members Mstep: Class 4 contains 69686 members Mstep: Class 5 contains 67581 members Mstep: Class 6 contains 4600 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 71984 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1340 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30113 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41033 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20667 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 1018 members Mstep: Class 22 contains 36716 members Mstep: Class 23 contains 74898 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97119 members Mstep: Class 26 contains 262 members Mstep: Class 27 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -106697496.000000 Penalty: 89701.046875 Iteration 80F: 28 clusters Score -1.066975e+08 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69677 members Mstep: Class 5 contains 67592 members Mstep: Class 6 contains 4600 members Mstep: Class 7 contains 95163 members Mstep: Class 8 contains 72040 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41049 members Mstep: Class 17 contains 569 members Mstep: Class 18 contains 20651 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 289 members Mstep: Class 21 contains 1025 members Mstep: Class 22 contains 36719 members Mstep: Class 23 contains 74835 members Mstep: Class 24 contains 1713 members Mstep: Class 25 contains 97122 members Mstep: Class 26 contains 264 members Mstep: Class 27 contains 348 members Entering Unmasked Estep ConsiderDeletion Score: -106697632.000000 Penalty: 89701.046875 Iteration 81Q: 28 clusters Score -1.066976e+08 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69666 members Mstep: Class 5 contains 67605 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95166 members Mstep: Class 8 contains 72085 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 3002 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30112 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41065 members Mstep: Class 17 contains 569 members Mstep: Class 18 contains 20634 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1025 members Mstep: Class 22 contains 36721 members Mstep: Class 23 contains 74788 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 352 members Entering Unmasked Estep ConsiderDeletion Score: -106697888.000000 Penalty: 89701.046875 Iteration 82Q: 28 clusters Score -1.066979e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69663 members Mstep: Class 5 contains 67618 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 95165 members Mstep: Class 8 contains 72128 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 3001 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30112 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41075 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 20619 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36723 members Mstep: Class 23 contains 74740 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 354 members Entering Unmasked Estep ConsiderDeletion Score: -106697872.000000 Penalty: 89701.046875 Iteration 83Q: 28 clusters Score -1.066979e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69667 members Mstep: Class 5 contains 67621 members Mstep: Class 6 contains 4599 members Mstep: Class 7 contains 95166 members Mstep: Class 8 contains 72155 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2998 members Mstep: Class 12 contains 12298 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41087 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 20614 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36726 members Mstep: Class 23 contains 74698 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 356 members Entering Unmasked Estep ConsiderDeletion Score: -106697920.000000 Penalty: 89701.046875 Iteration 84Q: 28 clusters Score -1.066979e+08 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69661 members Mstep: Class 5 contains 67623 members Mstep: Class 6 contains 4601 members Mstep: Class 7 contains 95166 members Mstep: Class 8 contains 72177 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2998 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41095 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 20612 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36727 members Mstep: Class 23 contains 74673 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106697984.000000 Penalty: 89701.046875 Iteration 85Q: 28 clusters Score -1.06698e+08 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69655 members Mstep: Class 5 contains 67628 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95166 members Mstep: Class 8 contains 72193 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2997 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41112 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20604 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36729 members Mstep: Class 23 contains 74646 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97122 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106697968.000000 Penalty: 89701.046875 Iteration 86Q: 28 clusters Score -1.06698e+08 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69664 members Mstep: Class 5 contains 67632 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95167 members Mstep: Class 8 contains 72211 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2994 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41114 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20598 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36730 members Mstep: Class 23 contains 74619 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97122 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698008.000000 Penalty: 89701.046875 Iteration 87Q: 28 clusters Score -1.06698e+08 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69653 members Mstep: Class 5 contains 67635 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72227 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2992 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30111 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41126 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20594 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36731 members Mstep: Class 23 contains 74605 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698024.000000 Penalty: 89701.046875 Iteration 88Q: 28 clusters Score -1.06698e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69645 members Mstep: Class 5 contains 67635 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72251 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2988 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30113 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41132 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20589 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36734 members Mstep: Class 23 contains 74587 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698024.000000 Penalty: 89701.046875 Iteration 89Q: 28 clusters Score -1.06698e+08 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69639 members Mstep: Class 5 contains 67637 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72267 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2985 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30113 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41140 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20585 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36736 members Mstep: Class 23 contains 74572 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106697984.000000 Penalty: 89701.046875 Iteration 90Q: 28 clusters Score -1.06698e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69631 members Mstep: Class 5 contains 67639 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95170 members Mstep: Class 8 contains 72275 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2984 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30113 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41154 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20581 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36737 members Mstep: Class 23 contains 74559 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698040.000000 Penalty: 89701.046875 Iteration 91Q: 28 clusters Score -1.06698e+08 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69639 members Mstep: Class 5 contains 67640 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72277 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2984 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 41168 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20579 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36739 members Mstep: Class 23 contains 74535 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698056.000000 Penalty: 89701.046875 Iteration 92Q: 28 clusters Score -1.066981e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69641 members Mstep: Class 5 contains 67641 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72288 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2984 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41177 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20576 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36739 members Mstep: Class 23 contains 74513 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698088.000000 Penalty: 89701.046875 Iteration 93Q: 28 clusters Score -1.066981e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69638 members Mstep: Class 5 contains 67643 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95167 members Mstep: Class 8 contains 72304 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2984 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41182 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20574 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36740 members Mstep: Class 23 contains 74495 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97121 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698128.000000 Penalty: 89701.046875 Iteration 94Q: 28 clusters Score -1.066981e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69635 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95168 members Mstep: Class 8 contains 72317 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2984 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41185 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20570 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74482 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698096.000000 Penalty: 89701.046875 Iteration 95Q: 28 clusters Score -1.066981e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69638 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72327 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2983 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41187 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74468 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698184.000000 Penalty: 89701.046875 Iteration 96Q: 28 clusters Score -1.066982e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69635 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72345 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2982 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41188 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74452 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698160.000000 Penalty: 89701.046875 Iteration 97Q: 28 clusters Score -1.066982e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69637 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72361 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2982 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41193 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74430 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698120.000000 Penalty: 89701.046875 Iteration 98Q: 28 clusters Score -1.066981e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69638 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4602 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72380 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2981 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41197 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74408 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698152.000000 Penalty: 89701.046875 Iteration 99Q: 28 clusters Score -1.066982e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69650 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4602 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72385 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2981 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41197 members Mstep: Class 17 contains 567 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74391 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 266 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698176.000000 Penalty: 89701.046875 Iteration 100F: 28 clusters Score -1.066982e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69654 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4603 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72389 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41200 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74380 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698152.000000 Penalty: 89701.046875 Iteration 101Q: 28 clusters Score -1.066982e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69660 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72394 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41200 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74369 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698152.000000 Penalty: 89701.046875 Iteration 102Q: 28 clusters Score -1.066982e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69665 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72397 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41202 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74359 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698144.000000 Penalty: 89701.046875 Iteration 103Q: 28 clusters Score -1.066981e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69668 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72404 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41203 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74348 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698128.000000 Penalty: 89701.046875 Iteration 104Q: 28 clusters Score -1.066981e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69670 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72415 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41205 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74333 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698168.000000 Penalty: 89701.046875 Iteration 105Q: 28 clusters Score -1.066982e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69670 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72423 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41206 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74324 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 106Q: 28 clusters Score -1.066982e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69664 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72434 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41208 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74317 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698168.000000 Penalty: 89701.046875 Iteration 107Q: 28 clusters Score -1.066982e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69656 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72446 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2979 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41210 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74312 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698248.000000 Penalty: 89701.046875 Iteration 108Q: 28 clusters Score -1.066982e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69649 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72457 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2979 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41211 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74307 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698200.000000 Penalty: 89701.046875 Iteration 109Q: 28 clusters Score -1.066982e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69647 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72466 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2979 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41211 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74300 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698256.000000 Penalty: 89701.046875 Iteration 110Q: 28 clusters Score -1.066983e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69644 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72472 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41210 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74299 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698248.000000 Penalty: 89701.046875 Iteration 111Q: 28 clusters Score -1.066982e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69642 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72478 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41211 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698208.000000 Penalty: 89701.046875 Iteration 112Q: 28 clusters Score -1.066982e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69643 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72478 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74292 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 113Q: 28 clusters Score -1.066982e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69642 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72478 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74293 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698224.000000 Penalty: 89701.046875 Iteration 114Q: 28 clusters Score -1.066982e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69639 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72480 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698224.000000 Penalty: 89701.046875 Iteration 115Q: 28 clusters Score -1.066982e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69637 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72482 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698224.000000 Penalty: 89701.046875 Iteration 116Q: 28 clusters Score -1.066982e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69637 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41213 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698248.000000 Penalty: 89701.046875 Iteration 117Q: 28 clusters Score -1.066982e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69637 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72480 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41213 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74295 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 118Q: 28 clusters Score -1.066982e+08 nChanged 2 Entering ConstructFrom: Score: -106698216.000000 Penalty: 89701.046875 Entering ConstructFrom: Trying to split cluster 1 (2962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Entering Unmasked Estep Score: -479296.093750 Penalty: 1982.417725 Iteration 0F: 2 clusters Score -479296.1 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 1479 members Entering Unmasked Estep Score: -476053.406250 Penalty: 3964.835449 Iteration 0F: 3 clusters Score -476053.4 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -476693.843750 Penalty: 3964.835449 Iteration 1F: 3 clusters Score -476693.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -476869.031250 Penalty: 3964.835449 Iteration 2F: 3 clusters Score -476869 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -476978.718750 Penalty: 3964.835449 Iteration 3F: 3 clusters Score -476978.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -477048.281250 Penalty: 3964.835449 Iteration 4Q: 3 clusters Score -477048.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -477123.187500 Penalty: 3964.835449 Iteration 5Q: 3 clusters Score -477123.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -477206.687500 Penalty: 3964.835449 Iteration 6Q: 3 clusters Score -477206.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -477329.375000 Penalty: 3964.835449 Iteration 7Q: 3 clusters Score -477329.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -477548.500000 Penalty: 3964.835449 Iteration 8Q: 3 clusters Score -477548.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -477770.218750 Penalty: 3964.835449 Iteration 9Q: 3 clusters Score -477770.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -477961.093750 Penalty: 3964.835449 Iteration 10F: 3 clusters Score -477961.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -478118.125000 Penalty: 3964.835449 Iteration 11Q: 3 clusters Score -478118.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -478246.156250 Penalty: 3964.835449 Iteration 12Q: 3 clusters Score -478246.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -478383.437500 Penalty: 3964.835449 Iteration 13Q: 3 clusters Score -478383.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -478540.343750 Penalty: 3964.835449 Iteration 14Q: 3 clusters Score -478540.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -478793.937500 Penalty: 3964.835449 Iteration 15Q: 3 clusters Score -478793.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -479135.968750 Penalty: 3964.835449 Iteration 16Q: 3 clusters Score -479136 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -479512.000000 Penalty: 3964.835449 Iteration 17Q: 3 clusters Score -479512 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -479786.187500 Penalty: 3964.835449 Iteration 18Q: 3 clusters Score -479786.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -479860.437500 Penalty: 3964.835449 Iteration 19Q: 3 clusters Score -479860.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -479870.156250 Penalty: 3964.835449 Iteration 20F: 3 clusters Score -479870.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -479873.156250 Penalty: 3964.835449 Iteration 21Q: 3 clusters Score -479873.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -479873.687500 Penalty: 3964.835449 Iteration 22Q: 3 clusters Score -479873.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -479873.687500 Penalty: 3964.835449 Iteration 23F: 3 clusters Score -479873.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 1610 members Entering Unmasked Estep Score: -106697400.000000 Penalty: 93023.304688 Splitting cluster 1 changes total score from -106698216.000000 to -106697400.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (4384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Entering Unmasked Estep Score: -718937.187500 Penalty: 2079.657715 Iteration 0F: 2 clusters Score -718937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -714810.375000 Penalty: 4159.315430 Iteration 0F: 3 clusters Score -714810.4 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -715799.937500 Penalty: 4159.315430 Iteration 1F: 3 clusters Score -715799.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -716007.812500 Penalty: 4159.315430 Iteration 2F: 3 clusters Score -716007.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -716158.875000 Penalty: 4159.315430 Iteration 3F: 3 clusters Score -716158.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -716269.125000 Penalty: 4159.315430 Iteration 4Q: 3 clusters Score -716269.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -716367.375000 Penalty: 4159.315430 Iteration 5Q: 3 clusters Score -716367.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -716462.562500 Penalty: 4159.315430 Iteration 6Q: 3 clusters Score -716462.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -716545.437500 Penalty: 4159.315430 Iteration 7Q: 3 clusters Score -716545.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -716637.750000 Penalty: 4159.315430 Iteration 8Q: 3 clusters Score -716637.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -716723.687500 Penalty: 4159.315430 Iteration 9Q: 3 clusters Score -716723.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -716792.687500 Penalty: 4159.315430 Iteration 10Q: 3 clusters Score -716792.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -716861.375000 Penalty: 4159.315430 Iteration 11Q: 3 clusters Score -716861.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -716936.812500 Penalty: 4159.315430 Iteration 12Q: 3 clusters Score -716936.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -716997.062500 Penalty: 4159.315430 Iteration 13Q: 3 clusters Score -716997.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -717055.875000 Penalty: 4159.315430 Iteration 14Q: 3 clusters Score -717055.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -717124.562500 Penalty: 4159.315430 Iteration 15Q: 3 clusters Score -717124.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -717168.687500 Penalty: 4159.315430 Iteration 16Q: 3 clusters Score -717168.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -717211.437500 Penalty: 4159.315430 Iteration 17Q: 3 clusters Score -717211.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -717243.750000 Penalty: 4159.315430 Iteration 18Q: 3 clusters Score -717243.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -717273.125000 Penalty: 4159.315430 Iteration 19Q: 3 clusters Score -717273.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -717300.562500 Penalty: 4159.315430 Iteration 20F: 3 clusters Score -717300.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -717329.125000 Penalty: 4159.315430 Iteration 21Q: 3 clusters Score -717329.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -717353.125000 Penalty: 4159.315430 Iteration 22Q: 3 clusters Score -717353.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -717373.625000 Penalty: 4159.315430 Iteration 23Q: 3 clusters Score -717373.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -717392.875000 Penalty: 4159.315430 Iteration 24Q: 3 clusters Score -717392.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -717416.312500 Penalty: 4159.315430 Iteration 25Q: 3 clusters Score -717416.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -717442.875000 Penalty: 4159.315430 Iteration 26Q: 3 clusters Score -717442.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -717464.812500 Penalty: 4159.315430 Iteration 27Q: 3 clusters Score -717464.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -717481.000000 Penalty: 4159.315430 Iteration 28Q: 3 clusters Score -717481 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -717502.250000 Penalty: 4159.315430 Iteration 29Q: 3 clusters Score -717502.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -717518.875000 Penalty: 4159.315430 Iteration 30Q: 3 clusters Score -717518.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -717534.875000 Penalty: 4159.315430 Iteration 31Q: 3 clusters Score -717534.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -717549.937500 Penalty: 4159.315430 Iteration 32Q: 3 clusters Score -717549.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -717561.562500 Penalty: 4159.315430 Iteration 33Q: 3 clusters Score -717561.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -717577.687500 Penalty: 4159.315430 Iteration 34Q: 3 clusters Score -717577.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -717590.125000 Penalty: 4159.315430 Iteration 35Q: 3 clusters Score -717590.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -717595.437500 Penalty: 4159.315430 Iteration 36Q: 3 clusters Score -717595.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -717603.437500 Penalty: 4159.315430 Iteration 37Q: 3 clusters Score -717603.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -717607.875000 Penalty: 4159.315430 Iteration 38Q: 3 clusters Score -717607.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -717616.562500 Penalty: 4159.315430 Iteration 39Q: 3 clusters Score -717616.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -717627.750000 Penalty: 4159.315430 Iteration 40F: 3 clusters Score -717627.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -717638.437500 Penalty: 4159.315430 Iteration 41Q: 3 clusters Score -717638.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -717653.375000 Penalty: 4159.315430 Iteration 42Q: 3 clusters Score -717653.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -717668.437500 Penalty: 4159.315430 Iteration 43Q: 3 clusters Score -717668.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -717684.250000 Penalty: 4159.315430 Iteration 44Q: 3 clusters Score -717684.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -717708.437500 Penalty: 4159.315430 Iteration 45Q: 3 clusters Score -717708.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -717766.375000 Penalty: 4159.315430 Iteration 46Q: 3 clusters Score -717766.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -717894.937500 Penalty: 4159.315430 Iteration 47Q: 3 clusters Score -717894.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -718102.687500 Penalty: 4159.315430 Iteration 48Q: 3 clusters Score -718102.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -718308.750000 Penalty: 4159.315430 Iteration 49Q: 3 clusters Score -718308.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -718422.812500 Penalty: 4159.315430 Iteration 50Q: 3 clusters Score -718422.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -718469.500000 Penalty: 4159.315430 Iteration 51Q: 3 clusters Score -718469.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -718482.750000 Penalty: 4159.315430 Iteration 52Q: 3 clusters Score -718482.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -718488.062500 Penalty: 4159.315430 Iteration 53Q: 3 clusters Score -718488.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -718490.375000 Penalty: 4159.315430 Iteration 54Q: 3 clusters Score -718490.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -718491.750000 Penalty: 4159.315430 Iteration 55Q: 3 clusters Score -718491.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -718489.250000 Penalty: 4159.315430 Iteration 56Q: 3 clusters Score -718489.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -718491.375000 Penalty: 4159.315430 Iteration 57Q: 3 clusters Score -718491.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -718491.375000 Penalty: 4159.315430 Iteration 58F: 3 clusters Score -718491.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Entering Unmasked Estep Score: -1041663.187500 Penalty: 2175.684082 Iteration 0F: 2 clusters Score -1041663 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1036260.250000 Penalty: 4351.368164 Iteration 0F: 3 clusters Score -1036260 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1037781.187500 Penalty: 4351.368164 Iteration 1F: 3 clusters Score -1037781 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1038125.250000 Penalty: 4351.368164 Iteration 2F: 3 clusters Score -1038125 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1038450.625000 Penalty: 4351.368164 Iteration 3F: 3 clusters Score -1038451 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1038792.500000 Penalty: 4351.368164 Iteration 4F: 3 clusters Score -1038792 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1039123.625000 Penalty: 4351.368164 Iteration 5F: 3 clusters Score -1039124 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1039451.937500 Penalty: 4351.368164 Iteration 6F: 3 clusters Score -1039452 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1039777.750000 Penalty: 4351.368164 Iteration 7F: 3 clusters Score -1039778 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1040069.812500 Penalty: 4351.368164 Iteration 8Q: 3 clusters Score -1040070 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1040292.750000 Penalty: 4351.368164 Iteration 9Q: 3 clusters Score -1040293 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1040414.125000 Penalty: 4351.368164 Iteration 10Q: 3 clusters Score -1040414 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1040489.437500 Penalty: 4351.368164 Iteration 11Q: 3 clusters Score -1040489 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1040529.375000 Penalty: 4351.368164 Iteration 12Q: 3 clusters Score -1040529 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1040566.250000 Penalty: 4351.368164 Iteration 13Q: 3 clusters Score -1040566 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1040594.000000 Penalty: 4351.368164 Iteration 14Q: 3 clusters Score -1040594 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1040611.937500 Penalty: 4351.368164 Iteration 15Q: 3 clusters Score -1040612 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1040623.000000 Penalty: 4351.368164 Iteration 16Q: 3 clusters Score -1040623 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1040629.125000 Penalty: 4351.368164 Iteration 17Q: 3 clusters Score -1040629 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1040632.812500 Penalty: 4351.368164 Iteration 18Q: 3 clusters Score -1040633 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1040636.375000 Penalty: 4351.368164 Iteration 19Q: 3 clusters Score -1040636 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1040639.937500 Penalty: 4351.368164 Iteration 20F: 3 clusters Score -1040640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1040640.500000 Penalty: 4351.368164 Iteration 21Q: 3 clusters Score -1040640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1040644.500000 Penalty: 4351.368164 Iteration 22Q: 3 clusters Score -1040644 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1040647.437500 Penalty: 4351.368164 Iteration 23Q: 3 clusters Score -1040647 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1040651.062500 Penalty: 4351.368164 Iteration 24Q: 3 clusters Score -1040651 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1040654.125000 Penalty: 4351.368164 Iteration 25Q: 3 clusters Score -1040654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1040654.875000 Penalty: 4351.368164 Iteration 26Q: 3 clusters Score -1040655 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1040658.187500 Penalty: 4351.368164 Iteration 27Q: 3 clusters Score -1040658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1040660.000000 Penalty: 4351.368164 Iteration 28Q: 3 clusters Score -1040660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1040662.125000 Penalty: 4351.368164 Iteration 29Q: 3 clusters Score -1040662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1040663.187500 Penalty: 4351.368164 Iteration 30Q: 3 clusters Score -1040663 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1040663.187500 Penalty: 4351.368164 Iteration 31F: 3 clusters Score -1040663 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (69636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69636 members Entering Unmasked Estep Score: -11643094.000000 Penalty: 2765.457275 Iteration 0F: 2 clusters Score -1.164309e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34829 members Mstep: Class 2 contains 34807 members Entering Unmasked Estep Score: -11599463.000000 Penalty: 5530.914551 Iteration 0F: 3 clusters Score -1.159946e+07 nChanged 32465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34282 members Mstep: Class 2 contains 35354 members Entering Unmasked Estep Score: -11617733.000000 Penalty: 5530.914551 Iteration 1F: 3 clusters Score -1.161773e+07 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33982 members Mstep: Class 2 contains 35654 members Entering Unmasked Estep Score: -11618255.000000 Penalty: 5530.914551 Iteration 2Q: 3 clusters Score -1.161826e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33483 members Mstep: Class 2 contains 36153 members Entering Unmasked Estep Score: -11618712.000000 Penalty: 5530.914551 Iteration 3Q: 3 clusters Score -1.161871e+07 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32725 members Mstep: Class 2 contains 36911 members Entering Unmasked Estep Score: -11619175.000000 Penalty: 5530.914551 Iteration 4Q: 3 clusters Score -1.161918e+07 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31691 members Mstep: Class 2 contains 37945 members Entering Unmasked Estep Score: -11619652.000000 Penalty: 5530.914551 Iteration 5Q: 3 clusters Score -1.161965e+07 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30246 members Mstep: Class 2 contains 39390 members Entering Unmasked Estep Score: -11620323.000000 Penalty: 5530.914551 Iteration 6Q: 3 clusters Score -1.162032e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28239 members Mstep: Class 2 contains 41397 members Entering Unmasked Estep Score: -11621219.000000 Penalty: 5530.914551 Iteration 7Q: 3 clusters Score -1.162122e+07 nChanged 3061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25436 members Mstep: Class 2 contains 44200 members Entering Unmasked Estep Score: -11622543.000000 Penalty: 5530.914551 Iteration 8Q: 3 clusters Score -1.162254e+07 nChanged 3870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21668 members Mstep: Class 2 contains 47968 members Entering Unmasked Estep Score: -11624828.000000 Penalty: 5530.914551 Iteration 9F: 3 clusters Score -1.162483e+07 nChanged 4711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 52633 members Entering Unmasked Estep Score: -11628042.000000 Penalty: 5530.914551 Iteration 10F: 3 clusters Score -1.162804e+07 nChanged 5055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 57658 members Entering Unmasked Estep Score: -11631685.000000 Penalty: 5530.914551 Iteration 11F: 3 clusters Score -1.163168e+07 nChanged 4557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 62199 members Entering Unmasked Estep Score: -11635091.000000 Penalty: 5530.914551 Iteration 12F: 3 clusters Score -1.163509e+07 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 65400 members Entering Unmasked Estep Score: -11637576.000000 Penalty: 5530.914551 Iteration 13Q: 3 clusters Score -1.163758e+07 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 67155 members Entering Unmasked Estep Score: -11638995.000000 Penalty: 5530.914551 Iteration 14Q: 3 clusters Score -1.1639e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 67999 members Entering Unmasked Estep Score: -11639746.000000 Penalty: 5530.914551 Iteration 15Q: 3 clusters Score -1.163975e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 68415 members Entering Unmasked Estep Score: -11640118.000000 Penalty: 5530.914551 Iteration 16Q: 3 clusters Score -1.164012e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 68626 members Entering Unmasked Estep Score: -11640303.000000 Penalty: 5530.914551 Iteration 17Q: 3 clusters Score -1.16403e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 68733 members Entering Unmasked Estep Score: -11640412.000000 Penalty: 5530.914551 Iteration 18Q: 3 clusters Score -1.164041e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 68793 members Entering Unmasked Estep Score: -11640484.000000 Penalty: 5530.914551 Iteration 19Q: 3 clusters Score -1.164048e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 68831 members Entering Unmasked Estep Score: -11640539.000000 Penalty: 5530.914551 Iteration 20F: 3 clusters Score -1.164054e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 68867 members Entering Unmasked Estep Score: -11640555.000000 Penalty: 5530.914551 Iteration 21Q: 3 clusters Score -1.164056e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 68886 members Entering Unmasked Estep Score: -11640572.000000 Penalty: 5530.914551 Iteration 22Q: 3 clusters Score -1.164057e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 68902 members Entering Unmasked Estep Score: -11640581.000000 Penalty: 5530.914551 Iteration 23Q: 3 clusters Score -1.164058e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 68911 members Entering Unmasked Estep Score: -11640590.000000 Penalty: 5530.914551 Iteration 24Q: 3 clusters Score -1.164059e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 68921 members Entering Unmasked Estep Score: -11640621.000000 Penalty: 5530.914551 Iteration 25Q: 3 clusters Score -1.164062e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 68933 members Entering Unmasked Estep Score: -11640611.000000 Penalty: 5530.914551 Iteration 26Q: 3 clusters Score -1.164061e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 68934 members Entering Unmasked Estep Score: -11640606.000000 Penalty: 5530.914551 Iteration 27Q: 3 clusters Score -1.164061e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 68936 members Entering Unmasked Estep Score: -11640609.000000 Penalty: 5530.914551 Iteration 28Q: 3 clusters Score -1.164061e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 68939 members Entering Unmasked Estep Score: -11640617.000000 Penalty: 5530.914551 Iteration 29Q: 3 clusters Score -1.164062e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 68944 members Entering Unmasked Estep Score: -11640621.000000 Penalty: 5530.914551 Iteration 30Q: 3 clusters Score -1.164062e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 68946 members Entering Unmasked Estep Score: -11640620.000000 Penalty: 5530.914551 Iteration 31Q: 3 clusters Score -1.164062e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 68949 members Entering Unmasked Estep Score: -11640634.000000 Penalty: 5530.914551 Iteration 32Q: 3 clusters Score -1.164063e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 68950 members Entering Unmasked Estep Score: -11640636.000000 Penalty: 5530.914551 Iteration 33Q: 3 clusters Score -1.164064e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 68951 members Entering Unmasked Estep Score: -11640641.000000 Penalty: 5530.914551 Iteration 34Q: 3 clusters Score -1.164064e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 68952 members Entering Unmasked Estep Score: -11640639.000000 Penalty: 5530.914551 Iteration 35Q: 3 clusters Score -1.164064e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 68952 members Entering Unmasked Estep Score: -11640639.000000 Penalty: 5530.914551 Iteration 36F: 3 clusters Score -1.164064e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67646 members Entering Unmasked Estep Score: -11246077.000000 Penalty: 2758.266846 Iteration 0F: 2 clusters Score -1.124608e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33919 members Mstep: Class 2 contains 33727 members Entering Unmasked Estep Score: -11200940.000000 Penalty: 5516.533691 Iteration 0F: 3 clusters Score -1.120094e+07 nChanged 31512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34657 members Mstep: Class 2 contains 32989 members Entering Unmasked Estep Score: -11218839.000000 Penalty: 5516.533691 Iteration 1F: 3 clusters Score -1.121884e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35365 members Mstep: Class 2 contains 32281 members Entering Unmasked Estep Score: -11219751.000000 Penalty: 5516.533691 Iteration 2Q: 3 clusters Score -1.121975e+07 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36387 members Mstep: Class 2 contains 31259 members Entering Unmasked Estep Score: -11220964.000000 Penalty: 5516.533691 Iteration 3Q: 3 clusters Score -1.122096e+07 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37884 members Mstep: Class 2 contains 29762 members Entering Unmasked Estep Score: -11222311.000000 Penalty: 5516.533691 Iteration 4Q: 3 clusters Score -1.122231e+07 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40005 members Mstep: Class 2 contains 27641 members Entering Unmasked Estep Score: -11223966.000000 Penalty: 5516.533691 Iteration 5F: 3 clusters Score -1.122397e+07 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42645 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -11225943.000000 Penalty: 5516.533691 Iteration 6F: 3 clusters Score -1.122594e+07 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45839 members Mstep: Class 2 contains 21807 members Entering Unmasked Estep Score: -11228485.000000 Penalty: 5516.533691 Iteration 7F: 3 clusters Score -1.122848e+07 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49361 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -11231262.000000 Penalty: 5516.533691 Iteration 8F: 3 clusters Score -1.123126e+07 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52767 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -11234154.000000 Penalty: 5516.533691 Iteration 9F: 3 clusters Score -1.123415e+07 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55741 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -11236599.000000 Penalty: 5516.533691 Iteration 10Q: 3 clusters Score -1.12366e+07 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58037 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -11238546.000000 Penalty: 5516.533691 Iteration 11Q: 3 clusters Score -1.123855e+07 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59752 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -11240161.000000 Penalty: 5516.533691 Iteration 12Q: 3 clusters Score -1.124016e+07 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60932 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -11241177.000000 Penalty: 5516.533691 Iteration 13Q: 3 clusters Score -1.124118e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61784 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -11241933.000000 Penalty: 5516.533691 Iteration 14Q: 3 clusters Score -1.124193e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62413 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -11242390.000000 Penalty: 5516.533691 Iteration 15Q: 3 clusters Score -1.124239e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62899 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -11242655.000000 Penalty: 5516.533691 Iteration 16Q: 3 clusters Score -1.124266e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63283 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -11242890.000000 Penalty: 5516.533691 Iteration 17Q: 3 clusters Score -1.124289e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63620 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -11243048.000000 Penalty: 5516.533691 Iteration 18Q: 3 clusters Score -1.124305e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63875 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -11243161.000000 Penalty: 5516.533691 Iteration 19Q: 3 clusters Score -1.124316e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64095 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -11243253.000000 Penalty: 5516.533691 Iteration 20F: 3 clusters Score -1.124325e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64266 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -11243339.000000 Penalty: 5516.533691 Iteration 21Q: 3 clusters Score -1.124334e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64411 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -11243398.000000 Penalty: 5516.533691 Iteration 22Q: 3 clusters Score -1.12434e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64539 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -11243418.000000 Penalty: 5516.533691 Iteration 23Q: 3 clusters Score -1.124342e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64645 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -11243455.000000 Penalty: 5516.533691 Iteration 24Q: 3 clusters Score -1.124346e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64736 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -11243473.000000 Penalty: 5516.533691 Iteration 25Q: 3 clusters Score -1.124347e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64824 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -11243492.000000 Penalty: 5516.533691 Iteration 26Q: 3 clusters Score -1.124349e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64903 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -11243531.000000 Penalty: 5516.533691 Iteration 27Q: 3 clusters Score -1.124353e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64972 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -11243554.000000 Penalty: 5516.533691 Iteration 28Q: 3 clusters Score -1.124355e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65034 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -11243574.000000 Penalty: 5516.533691 Iteration 29Q: 3 clusters Score -1.124357e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65088 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -11243582.000000 Penalty: 5516.533691 Iteration 30Q: 3 clusters Score -1.124358e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65128 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -11243586.000000 Penalty: 5516.533691 Iteration 31Q: 3 clusters Score -1.124359e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65174 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -11243618.000000 Penalty: 5516.533691 Iteration 32Q: 3 clusters Score -1.124362e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65224 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -11243625.000000 Penalty: 5516.533691 Iteration 33Q: 3 clusters Score -1.124362e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65256 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -11243644.000000 Penalty: 5516.533691 Iteration 34Q: 3 clusters Score -1.124364e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65275 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -11243632.000000 Penalty: 5516.533691 Iteration 35Q: 3 clusters Score -1.124363e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65286 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -11243629.000000 Penalty: 5516.533691 Iteration 36Q: 3 clusters Score -1.124363e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65297 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -11243635.000000 Penalty: 5516.533691 Iteration 37Q: 3 clusters Score -1.124364e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65309 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -11243626.000000 Penalty: 5516.533691 Iteration 38Q: 3 clusters Score -1.124363e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65317 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -11243627.000000 Penalty: 5516.533691 Iteration 39Q: 3 clusters Score -1.124363e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65325 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -11243629.000000 Penalty: 5516.533691 Iteration 40F: 3 clusters Score -1.124363e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65330 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -11243630.000000 Penalty: 5516.533691 Iteration 41Q: 3 clusters Score -1.124363e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65338 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -11243635.000000 Penalty: 5516.533691 Iteration 42Q: 3 clusters Score -1.124364e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65344 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -11243638.000000 Penalty: 5516.533691 Iteration 43Q: 3 clusters Score -1.124364e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65353 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -11243643.000000 Penalty: 5516.533691 Iteration 44Q: 3 clusters Score -1.124364e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65360 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -11243630.000000 Penalty: 5516.533691 Iteration 45Q: 3 clusters Score -1.124363e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65367 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -11243640.000000 Penalty: 5516.533691 Iteration 46Q: 3 clusters Score -1.124364e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65369 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -11243644.000000 Penalty: 5516.533691 Iteration 47Q: 3 clusters Score -1.124364e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65370 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -11243640.000000 Penalty: 5516.533691 Iteration 48Q: 3 clusters Score -1.124364e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65372 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -11243643.000000 Penalty: 5516.533691 Iteration 49Q: 3 clusters Score -1.124364e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65374 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -11243643.000000 Penalty: 5516.533691 Iteration 50Q: 3 clusters Score -1.124364e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65377 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -11243650.000000 Penalty: 5516.533691 Iteration 51Q: 3 clusters Score -1.124365e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65377 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -11243650.000000 Penalty: 5516.533691 Iteration 52F: 3 clusters Score -1.124365e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Entering Unmasked Estep Score: -733590.937500 Penalty: 2091.800781 Iteration 0F: 2 clusters Score -733590.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -729282.312500 Penalty: 4183.601562 Iteration 0F: 3 clusters Score -729282.3 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -730380.125000 Penalty: 4183.601562 Iteration 1F: 3 clusters Score -730380.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -730655.562500 Penalty: 4183.601562 Iteration 2F: 3 clusters Score -730655.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -730853.625000 Penalty: 4183.601562 Iteration 3F: 3 clusters Score -730853.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -731057.875000 Penalty: 4183.601562 Iteration 4F: 3 clusters Score -731057.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -731272.437500 Penalty: 4183.601562 Iteration 5F: 3 clusters Score -731272.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -731487.187500 Penalty: 4183.601562 Iteration 6F: 3 clusters Score -731487.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -731695.000000 Penalty: 4183.601562 Iteration 7F: 3 clusters Score -731695 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -731859.875000 Penalty: 4183.601562 Iteration 8Q: 3 clusters Score -731859.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -731990.187500 Penalty: 4183.601562 Iteration 9Q: 3 clusters Score -731990.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -732089.750000 Penalty: 4183.601562 Iteration 10Q: 3 clusters Score -732089.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -732156.375000 Penalty: 4183.601562 Iteration 11Q: 3 clusters Score -732156.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -732206.687500 Penalty: 4183.601562 Iteration 12Q: 3 clusters Score -732206.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -732238.000000 Penalty: 4183.601562 Iteration 13Q: 3 clusters Score -732238 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -732271.562500 Penalty: 4183.601562 Iteration 14Q: 3 clusters Score -732271.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -732292.312500 Penalty: 4183.601562 Iteration 15Q: 3 clusters Score -732292.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -732306.687500 Penalty: 4183.601562 Iteration 16Q: 3 clusters Score -732306.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -732321.000000 Penalty: 4183.601562 Iteration 17Q: 3 clusters Score -732321 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -732331.812500 Penalty: 4183.601562 Iteration 18Q: 3 clusters Score -732331.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -732341.062500 Penalty: 4183.601562 Iteration 19Q: 3 clusters Score -732341.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -732349.000000 Penalty: 4183.601562 Iteration 20F: 3 clusters Score -732349 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -732353.125000 Penalty: 4183.601562 Iteration 21Q: 3 clusters Score -732353.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -732355.562500 Penalty: 4183.601562 Iteration 22Q: 3 clusters Score -732355.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -732358.062500 Penalty: 4183.601562 Iteration 23Q: 3 clusters Score -732358.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -732358.625000 Penalty: 4183.601562 Iteration 24Q: 3 clusters Score -732358.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -732358.937500 Penalty: 4183.601562 Iteration 25Q: 3 clusters Score -732358.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -732358.937500 Penalty: 4183.601562 Iteration 26F: 3 clusters Score -732358.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (95169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95169 members Entering Unmasked Estep Score: -15689207.000000 Penalty: 2842.925537 Iteration 0F: 2 clusters Score -1.568921e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47712 members Mstep: Class 2 contains 47457 members Entering Unmasked Estep Score: -15631147.000000 Penalty: 5685.851074 Iteration 0F: 3 clusters Score -1.563115e+07 nChanged 44966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48328 members Mstep: Class 2 contains 46841 members Entering Unmasked Estep Score: -15656921.000000 Penalty: 5685.851074 Iteration 1F: 3 clusters Score -1.565692e+07 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48645 members Mstep: Class 2 contains 46524 members Entering Unmasked Estep Score: -15657749.000000 Penalty: 5685.851074 Iteration 2Q: 3 clusters Score -1.565775e+07 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49047 members Mstep: Class 2 contains 46122 members Entering Unmasked Estep Score: -15658775.000000 Penalty: 5685.851074 Iteration 3Q: 3 clusters Score -1.565878e+07 nChanged 3639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49680 members Mstep: Class 2 contains 45489 members Entering Unmasked Estep Score: -15660023.000000 Penalty: 5685.851074 Iteration 4Q: 3 clusters Score -1.566002e+07 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50690 members Mstep: Class 2 contains 44479 members Entering Unmasked Estep Score: -15661465.000000 Penalty: 5685.851074 Iteration 5Q: 3 clusters Score -1.566146e+07 nChanged 4486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52334 members Mstep: Class 2 contains 42835 members Entering Unmasked Estep Score: -15663669.000000 Penalty: 5685.851074 Iteration 6Q: 3 clusters Score -1.566367e+07 nChanged 4876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54502 members Mstep: Class 2 contains 40667 members Entering Unmasked Estep Score: -15666132.000000 Penalty: 5685.851074 Iteration 7F: 3 clusters Score -1.566613e+07 nChanged 5298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57378 members Mstep: Class 2 contains 37791 members Entering Unmasked Estep Score: -15669559.000000 Penalty: 5685.851074 Iteration 8F: 3 clusters Score -1.566956e+07 nChanged 5531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60689 members Mstep: Class 2 contains 34480 members Entering Unmasked Estep Score: -15673534.000000 Penalty: 5685.851074 Iteration 9F: 3 clusters Score -1.567353e+07 nChanged 5339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63908 members Mstep: Class 2 contains 31261 members Entering Unmasked Estep Score: -15677474.000000 Penalty: 5685.851074 Iteration 10F: 3 clusters Score -1.567747e+07 nChanged 4526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66462 members Mstep: Class 2 contains 28707 members Entering Unmasked Estep Score: -15680149.000000 Penalty: 5685.851074 Iteration 11Q: 3 clusters Score -1.568015e+07 nChanged 3310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68462 members Mstep: Class 2 contains 26707 members Entering Unmasked Estep Score: -15681787.000000 Penalty: 5685.851074 Iteration 12Q: 3 clusters Score -1.568179e+07 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70120 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -15682829.000000 Penalty: 5685.851074 Iteration 13Q: 3 clusters Score -1.568283e+07 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71618 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -15683620.000000 Penalty: 5685.851074 Iteration 14Q: 3 clusters Score -1.568362e+07 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73021 members Mstep: Class 2 contains 22148 members Entering Unmasked Estep Score: -15684291.000000 Penalty: 5685.851074 Iteration 15Q: 3 clusters Score -1.568429e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74311 members Mstep: Class 2 contains 20858 members Entering Unmasked Estep Score: -15684732.000000 Penalty: 5685.851074 Iteration 16Q: 3 clusters Score -1.568473e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75472 members Mstep: Class 2 contains 19697 members Entering Unmasked Estep Score: -15685163.000000 Penalty: 5685.851074 Iteration 17Q: 3 clusters Score -1.568516e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76561 members Mstep: Class 2 contains 18608 members Entering Unmasked Estep Score: -15685509.000000 Penalty: 5685.851074 Iteration 18Q: 3 clusters Score -1.568551e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77613 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -15685726.000000 Penalty: 5685.851074 Iteration 19Q: 3 clusters Score -1.568573e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78613 members Mstep: Class 2 contains 16556 members Entering Unmasked Estep Score: -15685934.000000 Penalty: 5685.851074 Iteration 20F: 3 clusters Score -1.568593e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79561 members Mstep: Class 2 contains 15608 members Entering Unmasked Estep Score: -15686204.000000 Penalty: 5685.851074 Iteration 21Q: 3 clusters Score -1.56862e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80499 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -15686430.000000 Penalty: 5685.851074 Iteration 22Q: 3 clusters Score -1.568643e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81386 members Mstep: Class 2 contains 13783 members Entering Unmasked Estep Score: -15686583.000000 Penalty: 5685.851074 Iteration 23Q: 3 clusters Score -1.568658e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82209 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -15686696.000000 Penalty: 5685.851074 Iteration 24Q: 3 clusters Score -1.56867e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82928 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -15686817.000000 Penalty: 5685.851074 Iteration 25Q: 3 clusters Score -1.568682e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83619 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -15686915.000000 Penalty: 5685.851074 Iteration 26Q: 3 clusters Score -1.568692e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84249 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -15687003.000000 Penalty: 5685.851074 Iteration 27Q: 3 clusters Score -1.5687e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84803 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -15687079.000000 Penalty: 5685.851074 Iteration 28Q: 3 clusters Score -1.568708e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85319 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -15687196.000000 Penalty: 5685.851074 Iteration 29Q: 3 clusters Score -1.56872e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85804 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -15687282.000000 Penalty: 5685.851074 Iteration 30Q: 3 clusters Score -1.568728e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86256 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -15687305.000000 Penalty: 5685.851074 Iteration 31Q: 3 clusters Score -1.56873e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86710 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -15687405.000000 Penalty: 5685.851074 Iteration 32Q: 3 clusters Score -1.56874e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87123 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -15687476.000000 Penalty: 5685.851074 Iteration 33Q: 3 clusters Score -1.568748e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87513 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -15687572.000000 Penalty: 5685.851074 Iteration 34Q: 3 clusters Score -1.568757e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87870 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -15687639.000000 Penalty: 5685.851074 Iteration 35Q: 3 clusters Score -1.568764e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88210 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -15687735.000000 Penalty: 5685.851074 Iteration 36Q: 3 clusters Score -1.568774e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88535 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -15687797.000000 Penalty: 5685.851074 Iteration 37Q: 3 clusters Score -1.56878e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88781 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -15687848.000000 Penalty: 5685.851074 Iteration 38Q: 3 clusters Score -1.568785e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89058 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -15687919.000000 Penalty: 5685.851074 Iteration 39Q: 3 clusters Score -1.568792e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89282 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -15687928.000000 Penalty: 5685.851074 Iteration 40F: 3 clusters Score -1.568793e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89497 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -15687943.000000 Penalty: 5685.851074 Iteration 41Q: 3 clusters Score -1.568794e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89714 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -15687989.000000 Penalty: 5685.851074 Iteration 42Q: 3 clusters Score -1.568799e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89933 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -15688056.000000 Penalty: 5685.851074 Iteration 43Q: 3 clusters Score -1.568806e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90122 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -15688066.000000 Penalty: 5685.851074 Iteration 44Q: 3 clusters Score -1.568807e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90292 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -15688095.000000 Penalty: 5685.851074 Iteration 45Q: 3 clusters Score -1.56881e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90445 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -15688097.000000 Penalty: 5685.851074 Iteration 46Q: 3 clusters Score -1.56881e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90571 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -15688116.000000 Penalty: 5685.851074 Iteration 47Q: 3 clusters Score -1.568812e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90681 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -15688116.000000 Penalty: 5685.851074 Iteration 48Q: 3 clusters Score -1.568812e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90784 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -15688095.000000 Penalty: 5685.851074 Iteration 49Q: 3 clusters Score -1.56881e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90879 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -15688106.000000 Penalty: 5685.851074 Iteration 50Q: 3 clusters Score -1.568811e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90948 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -15688124.000000 Penalty: 5685.851074 Iteration 51Q: 3 clusters Score -1.568812e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91018 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -15688145.000000 Penalty: 5685.851074 Iteration 52Q: 3 clusters Score -1.568814e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91076 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -15688145.000000 Penalty: 5685.851074 Iteration 53Q: 3 clusters Score -1.568814e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91120 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -15688170.000000 Penalty: 5685.851074 Iteration 54Q: 3 clusters Score -1.568817e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91163 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -15688179.000000 Penalty: 5685.851074 Iteration 55Q: 3 clusters Score -1.568818e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91201 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -15688179.000000 Penalty: 5685.851074 Iteration 56Q: 3 clusters Score -1.568818e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91236 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -15688171.000000 Penalty: 5685.851074 Iteration 57Q: 3 clusters Score -1.568817e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91271 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -15688178.000000 Penalty: 5685.851074 Iteration 58Q: 3 clusters Score -1.568818e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91302 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -15688191.000000 Penalty: 5685.851074 Iteration 59Q: 3 clusters Score -1.568819e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91332 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -15688183.000000 Penalty: 5685.851074 Iteration 60F: 3 clusters Score -1.568818e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91360 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -15688181.000000 Penalty: 5685.851074 Iteration 61Q: 3 clusters Score -1.568818e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91390 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -15688181.000000 Penalty: 5685.851074 Iteration 62Q: 3 clusters Score -1.568818e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91413 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -15688206.000000 Penalty: 5685.851074 Iteration 63Q: 3 clusters Score -1.568821e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91439 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -15688203.000000 Penalty: 5685.851074 Iteration 64Q: 3 clusters Score -1.56882e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91467 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -15688193.000000 Penalty: 5685.851074 Iteration 65Q: 3 clusters Score -1.568819e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91482 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -15688197.000000 Penalty: 5685.851074 Iteration 66Q: 3 clusters Score -1.56882e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91492 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -15688193.000000 Penalty: 5685.851074 Iteration 67Q: 3 clusters Score -1.568819e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91499 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -15688180.000000 Penalty: 5685.851074 Iteration 68Q: 3 clusters Score -1.568818e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91504 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -15688178.000000 Penalty: 5685.851074 Iteration 69Q: 3 clusters Score -1.568818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91509 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -15688191.000000 Penalty: 5685.851074 Iteration 70Q: 3 clusters Score -1.568819e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91515 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -15688183.000000 Penalty: 5685.851074 Iteration 71Q: 3 clusters Score -1.568818e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91520 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -15688183.000000 Penalty: 5685.851074 Iteration 72Q: 3 clusters Score -1.568818e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91531 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -15688186.000000 Penalty: 5685.851074 Iteration 73Q: 3 clusters Score -1.568819e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91542 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -15688188.000000 Penalty: 5685.851074 Iteration 74Q: 3 clusters Score -1.568819e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91554 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -15688177.000000 Penalty: 5685.851074 Iteration 75Q: 3 clusters Score -1.568818e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91565 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -15688188.000000 Penalty: 5685.851074 Iteration 76Q: 3 clusters Score -1.568819e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91576 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -15688177.000000 Penalty: 5685.851074 Iteration 77Q: 3 clusters Score -1.568818e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91583 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -15688178.000000 Penalty: 5685.851074 Iteration 78Q: 3 clusters Score -1.568818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91590 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -15688177.000000 Penalty: 5685.851074 Iteration 79Q: 3 clusters Score -1.568818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91599 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -15688190.000000 Penalty: 5685.851074 Iteration 80F: 3 clusters Score -1.568819e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91605 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -15688190.000000 Penalty: 5685.851074 Iteration 81Q: 3 clusters Score -1.568819e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91617 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -15688207.000000 Penalty: 5685.851074 Iteration 82Q: 3 clusters Score -1.568821e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91632 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -15688216.000000 Penalty: 5685.851074 Iteration 83Q: 3 clusters Score -1.568822e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91641 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -15688216.000000 Penalty: 5685.851074 Iteration 84Q: 3 clusters Score -1.568822e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91655 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -15688209.000000 Penalty: 5685.851074 Iteration 85Q: 3 clusters Score -1.568821e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91667 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -15688204.000000 Penalty: 5685.851074 Iteration 86Q: 3 clusters Score -1.56882e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91676 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -15688204.000000 Penalty: 5685.851074 Iteration 87Q: 3 clusters Score -1.56882e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91685 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -15688233.000000 Penalty: 5685.851074 Iteration 88Q: 3 clusters Score -1.568823e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91693 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -15688231.000000 Penalty: 5685.851074 Iteration 89Q: 3 clusters Score -1.568823e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91698 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -15688227.000000 Penalty: 5685.851074 Iteration 90Q: 3 clusters Score -1.568823e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91702 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -15688233.000000 Penalty: 5685.851074 Iteration 91Q: 3 clusters Score -1.568823e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91708 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -15688232.000000 Penalty: 5685.851074 Iteration 92Q: 3 clusters Score -1.568823e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91711 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -15688235.000000 Penalty: 5685.851074 Iteration 93Q: 3 clusters Score -1.568824e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91716 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -15688234.000000 Penalty: 5685.851074 Iteration 94Q: 3 clusters Score -1.568823e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91718 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -15688229.000000 Penalty: 5685.851074 Iteration 95Q: 3 clusters Score -1.568823e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91721 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -15688232.000000 Penalty: 5685.851074 Iteration 96Q: 3 clusters Score -1.568823e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91725 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -15688241.000000 Penalty: 5685.851074 Iteration 97Q: 3 clusters Score -1.568824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91727 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -15688227.000000 Penalty: 5685.851074 Iteration 98Q: 3 clusters Score -1.568823e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91730 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -15688236.000000 Penalty: 5685.851074 Iteration 99Q: 3 clusters Score -1.568824e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91734 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -15688242.000000 Penalty: 5685.851074 Iteration 100F: 3 clusters Score -1.568824e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91738 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -15688255.000000 Penalty: 5685.851074 Iteration 101Q: 3 clusters Score -1.568826e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91741 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -15688253.000000 Penalty: 5685.851074 Iteration 102Q: 3 clusters Score -1.568825e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91749 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -15688250.000000 Penalty: 5685.851074 Iteration 103Q: 3 clusters Score -1.568825e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91757 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -15688245.000000 Penalty: 5685.851074 Iteration 104Q: 3 clusters Score -1.568824e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91762 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -15688233.000000 Penalty: 5685.851074 Iteration 105Q: 3 clusters Score -1.568823e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91769 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -15688228.000000 Penalty: 5685.851074 Iteration 106Q: 3 clusters Score -1.568823e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91774 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -15688223.000000 Penalty: 5685.851074 Iteration 107Q: 3 clusters Score -1.568822e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91774 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -15688227.000000 Penalty: 5685.851074 Iteration 108Q: 3 clusters Score -1.568823e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91777 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -15688224.000000 Penalty: 5685.851074 Iteration 109Q: 3 clusters Score -1.568822e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91779 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -15688239.000000 Penalty: 5685.851074 Iteration 110Q: 3 clusters Score -1.568824e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91781 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -15688228.000000 Penalty: 5685.851074 Iteration 111Q: 3 clusters Score -1.568823e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91786 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -15688236.000000 Penalty: 5685.851074 Iteration 112Q: 3 clusters Score -1.568824e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91786 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -15688236.000000 Penalty: 5685.851074 Iteration 113F: 3 clusters Score -1.568824e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (72481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72481 members Entering Unmasked Estep Score: -12192726.000000 Penalty: 2775.387939 Iteration 0F: 2 clusters Score -1.219273e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36287 members Mstep: Class 2 contains 36194 members Entering Unmasked Estep Score: -12149044.000000 Penalty: 5550.775879 Iteration 0F: 3 clusters Score -1.214904e+07 nChanged 33831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35882 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -12167940.000000 Penalty: 5550.775879 Iteration 1F: 3 clusters Score -1.216794e+07 nChanged 2627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35457 members Mstep: Class 2 contains 37024 members Entering Unmasked Estep Score: -12168657.000000 Penalty: 5550.775879 Iteration 2Q: 3 clusters Score -1.216866e+07 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34817 members Mstep: Class 2 contains 37664 members Entering Unmasked Estep Score: -12169410.000000 Penalty: 5550.775879 Iteration 3Q: 3 clusters Score -1.216941e+07 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33852 members Mstep: Class 2 contains 38629 members Entering Unmasked Estep Score: -12170268.000000 Penalty: 5550.775879 Iteration 4Q: 3 clusters Score -1.217027e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32574 members Mstep: Class 2 contains 39907 members Entering Unmasked Estep Score: -12171195.000000 Penalty: 5550.775879 Iteration 5Q: 3 clusters Score -1.21712e+07 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30905 members Mstep: Class 2 contains 41576 members Entering Unmasked Estep Score: -12172396.000000 Penalty: 5550.775879 Iteration 6Q: 3 clusters Score -1.21724e+07 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28826 members Mstep: Class 2 contains 43655 members Entering Unmasked Estep Score: -12174001.000000 Penalty: 5550.775879 Iteration 7Q: 3 clusters Score -1.2174e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26237 members Mstep: Class 2 contains 46244 members Entering Unmasked Estep Score: -12176321.000000 Penalty: 5550.775879 Iteration 8F: 3 clusters Score -1.217632e+07 nChanged 4024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23393 members Mstep: Class 2 contains 49088 members Entering Unmasked Estep Score: -12179168.000000 Penalty: 5550.775879 Iteration 9F: 3 clusters Score -1.217917e+07 nChanged 3927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 51861 members Entering Unmasked Estep Score: -12182142.000000 Penalty: 5550.775879 Iteration 10F: 3 clusters Score -1.218214e+07 nChanged 3530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 54169 members Entering Unmasked Estep Score: -12184365.000000 Penalty: 5550.775879 Iteration 11Q: 3 clusters Score -1.218436e+07 nChanged 2712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16488 members Mstep: Class 2 contains 55993 members Entering Unmasked Estep Score: -12185574.000000 Penalty: 5550.775879 Iteration 12Q: 3 clusters Score -1.218557e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 57610 members Entering Unmasked Estep Score: -12186283.000000 Penalty: 5550.775879 Iteration 13Q: 3 clusters Score -1.218628e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 59077 members Entering Unmasked Estep Score: -12186636.000000 Penalty: 5550.775879 Iteration 14Q: 3 clusters Score -1.218664e+07 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 60485 members Entering Unmasked Estep Score: -12186934.000000 Penalty: 5550.775879 Iteration 15Q: 3 clusters Score -1.218693e+07 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 61820 members Entering Unmasked Estep Score: -12187206.000000 Penalty: 5550.775879 Iteration 16Q: 3 clusters Score -1.218721e+07 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 63060 members Entering Unmasked Estep Score: -12187542.000000 Penalty: 5550.775879 Iteration 17Q: 3 clusters Score -1.218754e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 64179 members Entering Unmasked Estep Score: -12187742.000000 Penalty: 5550.775879 Iteration 18Q: 3 clusters Score -1.218774e+07 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 65218 members Entering Unmasked Estep Score: -12187999.000000 Penalty: 5550.775879 Iteration 19Q: 3 clusters Score -1.2188e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 66174 members Entering Unmasked Estep Score: -12188265.000000 Penalty: 5550.775879 Iteration 20F: 3 clusters Score -1.218826e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 67036 members Entering Unmasked Estep Score: -12188465.000000 Penalty: 5550.775879 Iteration 21Q: 3 clusters Score -1.218846e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 67780 members Entering Unmasked Estep Score: -12188732.000000 Penalty: 5550.775879 Iteration 22Q: 3 clusters Score -1.218873e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 68431 members Entering Unmasked Estep Score: -12188933.000000 Penalty: 5550.775879 Iteration 23Q: 3 clusters Score -1.218893e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 69006 members Entering Unmasked Estep Score: -12189124.000000 Penalty: 5550.775879 Iteration 24Q: 3 clusters Score -1.218912e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 69485 members Entering Unmasked Estep Score: -12189243.000000 Penalty: 5550.775879 Iteration 25Q: 3 clusters Score -1.218924e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 69905 members Entering Unmasked Estep Score: -12189408.000000 Penalty: 5550.775879 Iteration 26Q: 3 clusters Score -1.218941e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 70269 members Entering Unmasked Estep Score: -12189560.000000 Penalty: 5550.775879 Iteration 27Q: 3 clusters Score -1.218956e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 70586 members Entering Unmasked Estep Score: -12189727.000000 Penalty: 5550.775879 Iteration 28Q: 3 clusters Score -1.218973e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 70855 members Entering Unmasked Estep Score: -12189833.000000 Penalty: 5550.775879 Iteration 29Q: 3 clusters Score -1.218983e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 71072 members Entering Unmasked Estep Score: -12189949.000000 Penalty: 5550.775879 Iteration 30Q: 3 clusters Score -1.218995e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 71220 members Entering Unmasked Estep Score: -12189992.000000 Penalty: 5550.775879 Iteration 31Q: 3 clusters Score -1.218999e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 71338 members Entering Unmasked Estep Score: -12190060.000000 Penalty: 5550.775879 Iteration 32Q: 3 clusters Score -1.219006e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 71438 members Entering Unmasked Estep Score: -12190100.000000 Penalty: 5550.775879 Iteration 33Q: 3 clusters Score -1.21901e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 71512 members Entering Unmasked Estep Score: -12190146.000000 Penalty: 5550.775879 Iteration 34Q: 3 clusters Score -1.219015e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 71570 members Entering Unmasked Estep Score: -12190174.000000 Penalty: 5550.775879 Iteration 35Q: 3 clusters Score -1.219017e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 71626 members Entering Unmasked Estep Score: -12190186.000000 Penalty: 5550.775879 Iteration 36Q: 3 clusters Score -1.219019e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 71683 members Entering Unmasked Estep Score: -12190194.000000 Penalty: 5550.775879 Iteration 37Q: 3 clusters Score -1.219019e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 71727 members Entering Unmasked Estep Score: -12190236.000000 Penalty: 5550.775879 Iteration 38Q: 3 clusters Score -1.219024e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 71755 members Entering Unmasked Estep Score: -12190265.000000 Penalty: 5550.775879 Iteration 39Q: 3 clusters Score -1.219026e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 71779 members Entering Unmasked Estep Score: -12190267.000000 Penalty: 5550.775879 Iteration 40F: 3 clusters Score -1.219027e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 71801 members Entering Unmasked Estep Score: -12190281.000000 Penalty: 5550.775879 Iteration 41Q: 3 clusters Score -1.219028e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 71818 members Entering Unmasked Estep Score: -12190283.000000 Penalty: 5550.775879 Iteration 42Q: 3 clusters Score -1.219028e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 71835 members Entering Unmasked Estep Score: -12190295.000000 Penalty: 5550.775879 Iteration 43Q: 3 clusters Score -1.21903e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 71843 members Entering Unmasked Estep Score: -12190307.000000 Penalty: 5550.775879 Iteration 44Q: 3 clusters Score -1.219031e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 71854 members Entering Unmasked Estep Score: -12190310.000000 Penalty: 5550.775879 Iteration 45Q: 3 clusters Score -1.219031e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 71863 members Entering Unmasked Estep Score: -12190321.000000 Penalty: 5550.775879 Iteration 46Q: 3 clusters Score -1.219032e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 71872 members Entering Unmasked Estep Score: -12190330.000000 Penalty: 5550.775879 Iteration 47Q: 3 clusters Score -1.219033e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 71877 members Entering Unmasked Estep Score: -12190331.000000 Penalty: 5550.775879 Iteration 48Q: 3 clusters Score -1.219033e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 71883 members Entering Unmasked Estep Score: -12190329.000000 Penalty: 5550.775879 Iteration 49Q: 3 clusters Score -1.219033e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 71888 members Entering Unmasked Estep Score: -12190335.000000 Penalty: 5550.775879 Iteration 50Q: 3 clusters Score -1.219034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 71895 members Entering Unmasked Estep Score: -12190353.000000 Penalty: 5550.775879 Iteration 51Q: 3 clusters Score -1.219035e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 71894 members Entering Unmasked Estep Score: -12190352.000000 Penalty: 5550.775879 Iteration 52Q: 3 clusters Score -1.219035e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 71896 members Entering Unmasked Estep Score: -12190360.000000 Penalty: 5550.775879 Iteration 53Q: 3 clusters Score -1.219036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 71899 members Entering Unmasked Estep Score: -12190349.000000 Penalty: 5550.775879 Iteration 54Q: 3 clusters Score -1.219035e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 71901 members Entering Unmasked Estep Score: -12190346.000000 Penalty: 5550.775879 Iteration 55Q: 3 clusters Score -1.219035e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 71903 members Entering Unmasked Estep Score: -12190352.000000 Penalty: 5550.775879 Iteration 56Q: 3 clusters Score -1.219035e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 71905 members Entering Unmasked Estep Score: -12190351.000000 Penalty: 5550.775879 Iteration 57Q: 3 clusters Score -1.219035e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 71907 members Entering Unmasked Estep Score: -12190356.000000 Penalty: 5550.775879 Iteration 58Q: 3 clusters Score -1.219036e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 71907 members Entering Unmasked Estep Score: -12190356.000000 Penalty: 5550.775879 Iteration 59F: 3 clusters Score -1.219036e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -238801.000000 Penalty: 1827.504639 Iteration 0F: 2 clusters Score -238801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -236517.296875 Penalty: 3655.009277 Iteration 0F: 3 clusters Score -236517.3 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -236943.625000 Penalty: 3655.009277 Iteration 1F: 3 clusters Score -236943.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -237168.453125 Penalty: 3655.009277 Iteration 2F: 3 clusters Score -237168.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -237351.390625 Penalty: 3655.009277 Iteration 3F: 3 clusters Score -237351.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -237524.968750 Penalty: 3655.009277 Iteration 4F: 3 clusters Score -237525 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -237697.812500 Penalty: 3655.009277 Iteration 5F: 3 clusters Score -237697.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -237873.890625 Penalty: 3655.009277 Iteration 6Q: 3 clusters Score -237873.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -237975.515625 Penalty: 3655.009277 Iteration 7Q: 3 clusters Score -237975.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -238041.906250 Penalty: 3655.009277 Iteration 8Q: 3 clusters Score -238041.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -238073.109375 Penalty: 3655.009277 Iteration 9Q: 3 clusters Score -238073.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -238083.218750 Penalty: 3655.009277 Iteration 10Q: 3 clusters Score -238083.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -238086.203125 Penalty: 3655.009277 Iteration 11Q: 3 clusters Score -238086.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -238087.234375 Penalty: 3655.009277 Iteration 12Q: 3 clusters Score -238087.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -238087.859375 Penalty: 3655.009277 Iteration 13Q: 3 clusters Score -238087.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -238087.859375 Penalty: 3655.009277 Iteration 14F: 3 clusters Score -238087.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Entering Unmasked Estep Score: -202486.421875 Penalty: 1781.599976 Iteration 0F: 2 clusters Score -202486.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -200368.375000 Penalty: 3563.199951 Iteration 0F: 3 clusters Score -200368.4 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -200960.453125 Penalty: 3563.199951 Iteration 1F: 3 clusters Score -200960.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -201431.281250 Penalty: 3563.199951 Iteration 2F: 3 clusters Score -201431.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -201879.140625 Penalty: 3563.199951 Iteration 3F: 3 clusters Score -201879.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -202199.328125 Penalty: 3563.199951 Iteration 4F: 3 clusters Score -202199.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -202481.359375 Penalty: 3563.199951 Iteration 5F: 3 clusters Score -202481.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -202661.093750 Penalty: 3563.199951 Iteration 6Q: 3 clusters Score -202661.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -202768.031250 Penalty: 3563.199951 Iteration 7Q: 3 clusters Score -202768 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -202856.421875 Penalty: 3563.199951 Iteration 8Q: 3 clusters Score -202856.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -202926.171875 Penalty: 3563.199951 Iteration 9Q: 3 clusters Score -202926.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -202956.937500 Penalty: 3563.199951 Iteration 10Q: 3 clusters Score -202956.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -202967.171875 Penalty: 3563.199951 Iteration 11Q: 3 clusters Score -202967.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -202980.250000 Penalty: 3563.199951 Iteration 12Q: 3 clusters Score -202980.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -202980.906250 Penalty: 3563.199951 Iteration 13Q: 3 clusters Score -202980.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -202981.765625 Penalty: 3563.199951 Iteration 14Q: 3 clusters Score -202981.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -202982.953125 Penalty: 3563.199951 Iteration 15Q: 3 clusters Score -202983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -202983.250000 Penalty: 3563.199951 Iteration 16F: 3 clusters Score -202983.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -202985.609375 Penalty: 3563.199951 Iteration 17Q: 3 clusters Score -202985.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -202985.609375 Penalty: 3563.199951 Iteration 18F: 3 clusters Score -202985.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 594 members Entering Unmasked Estep Score: -106697536.000000 Penalty: 93023.304688 Splitting cluster 10 changes total score from -106698216.000000 to -106697536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Entering Unmasked Estep Score: -443994.968750 Penalty: 1983.753784 Iteration 0F: 2 clusters Score -443995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -440749.500000 Penalty: 3967.507568 Iteration 0F: 3 clusters Score -440749.5 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -441553.375000 Penalty: 3967.507568 Iteration 1F: 3 clusters Score -441553.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -441885.218750 Penalty: 3967.507568 Iteration 2F: 3 clusters Score -441885.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -442198.968750 Penalty: 3967.507568 Iteration 3F: 3 clusters Score -442199 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -442465.125000 Penalty: 3967.507568 Iteration 4F: 3 clusters Score -442465.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -442667.781250 Penalty: 3967.507568 Iteration 5F: 3 clusters Score -442667.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -442829.625000 Penalty: 3967.507568 Iteration 6Q: 3 clusters Score -442829.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -442968.625000 Penalty: 3967.507568 Iteration 7Q: 3 clusters Score -442968.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -443063.562500 Penalty: 3967.507568 Iteration 8Q: 3 clusters Score -443063.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -443149.000000 Penalty: 3967.507568 Iteration 9Q: 3 clusters Score -443149 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -443189.062500 Penalty: 3967.507568 Iteration 10Q: 3 clusters Score -443189.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -443216.437500 Penalty: 3967.507568 Iteration 11Q: 3 clusters Score -443216.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -443235.000000 Penalty: 3967.507568 Iteration 12Q: 3 clusters Score -443235 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -443245.281250 Penalty: 3967.507568 Iteration 13Q: 3 clusters Score -443245.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -443249.031250 Penalty: 3967.507568 Iteration 14Q: 3 clusters Score -443249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -443253.281250 Penalty: 3967.507568 Iteration 15Q: 3 clusters Score -443253.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -443255.750000 Penalty: 3967.507568 Iteration 16Q: 3 clusters Score -443255.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -443258.937500 Penalty: 3967.507568 Iteration 17Q: 3 clusters Score -443258.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -443260.968750 Penalty: 3967.507568 Iteration 18Q: 3 clusters Score -443261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -443261.718750 Penalty: 3967.507568 Iteration 19Q: 3 clusters Score -443261.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -443264.906250 Penalty: 3967.507568 Iteration 20F: 3 clusters Score -443264.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -443266.625000 Penalty: 3967.507568 Iteration 21Q: 3 clusters Score -443266.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -443267.906250 Penalty: 3967.507568 Iteration 22Q: 3 clusters Score -443267.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -443268.437500 Penalty: 3967.507568 Iteration 23Q: 3 clusters Score -443268.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -443268.593750 Penalty: 3967.507568 Iteration 24Q: 3 clusters Score -443268.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -443268.593750 Penalty: 3967.507568 Iteration 25F: 3 clusters Score -443268.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Entering Unmasked Estep Score: -2035031.000000 Penalty: 2335.443359 Iteration 0F: 2 clusters Score -2035031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -2025897.000000 Penalty: 4670.886719 Iteration 0F: 3 clusters Score -2025897 nChanged 5209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -2028649.625000 Penalty: 4670.886719 Iteration 1F: 3 clusters Score -2028650 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -2028978.250000 Penalty: 4670.886719 Iteration 2F: 3 clusters Score -2028978 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -2029207.000000 Penalty: 4670.886719 Iteration 3Q: 3 clusters Score -2029207 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -2029415.375000 Penalty: 4670.886719 Iteration 4Q: 3 clusters Score -2029415 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -2029624.250000 Penalty: 4670.886719 Iteration 5Q: 3 clusters Score -2029624 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -2029859.000000 Penalty: 4670.886719 Iteration 6Q: 3 clusters Score -2029859 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -2030129.250000 Penalty: 4670.886719 Iteration 7Q: 3 clusters Score -2030129 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -2030468.750000 Penalty: 4670.886719 Iteration 8Q: 3 clusters Score -2030469 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -2030919.250000 Penalty: 4670.886719 Iteration 9F: 3 clusters Score -2030919 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -2031477.500000 Penalty: 4670.886719 Iteration 10F: 3 clusters Score -2031478 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -2032142.625000 Penalty: 4670.886719 Iteration 11F: 3 clusters Score -2032143 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -2032868.375000 Penalty: 4670.886719 Iteration 12F: 3 clusters Score -2032868 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -2033372.875000 Penalty: 4670.886719 Iteration 13Q: 3 clusters Score -2033373 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -2033769.750000 Penalty: 4670.886719 Iteration 14Q: 3 clusters Score -2033770 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -2033991.625000 Penalty: 4670.886719 Iteration 15Q: 3 clusters Score -2033992 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2034105.750000 Penalty: 4670.886719 Iteration 16Q: 3 clusters Score -2034106 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -2034163.625000 Penalty: 4670.886719 Iteration 17Q: 3 clusters Score -2034164 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -2034185.250000 Penalty: 4670.886719 Iteration 18Q: 3 clusters Score -2034185 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -2034209.875000 Penalty: 4670.886719 Iteration 19Q: 3 clusters Score -2034210 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2034215.500000 Penalty: 4670.886719 Iteration 20F: 3 clusters Score -2034216 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -2034220.625000 Penalty: 4670.886719 Iteration 21Q: 3 clusters Score -2034221 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -2034231.250000 Penalty: 4670.886719 Iteration 22Q: 3 clusters Score -2034231 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -2034226.500000 Penalty: 4670.886719 Iteration 23Q: 3 clusters Score -2034226 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -2034236.750000 Penalty: 4670.886719 Iteration 24Q: 3 clusters Score -2034237 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -2034241.875000 Penalty: 4670.886719 Iteration 25Q: 3 clusters Score -2034242 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -2034246.375000 Penalty: 4670.886719 Iteration 26Q: 3 clusters Score -2034246 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -2034251.375000 Penalty: 4670.886719 Iteration 27Q: 3 clusters Score -2034251 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -2034250.750000 Penalty: 4670.886719 Iteration 28Q: 3 clusters Score -2034251 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2034252.125000 Penalty: 4670.886719 Iteration 29Q: 3 clusters Score -2034252 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -2034254.625000 Penalty: 4670.886719 Iteration 30Q: 3 clusters Score -2034255 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -2034259.500000 Penalty: 4670.886719 Iteration 31Q: 3 clusters Score -2034260 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -2034255.125000 Penalty: 4670.886719 Iteration 32Q: 3 clusters Score -2034255 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -2034261.875000 Penalty: 4670.886719 Iteration 33Q: 3 clusters Score -2034262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -2034266.500000 Penalty: 4670.886719 Iteration 34Q: 3 clusters Score -2034266 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -2034267.750000 Penalty: 4670.886719 Iteration 35Q: 3 clusters Score -2034268 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -2034264.750000 Penalty: 4670.886719 Iteration 36Q: 3 clusters Score -2034265 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -2034268.750000 Penalty: 4670.886719 Iteration 37Q: 3 clusters Score -2034269 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -2034274.875000 Penalty: 4670.886719 Iteration 38Q: 3 clusters Score -2034275 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -2034270.000000 Penalty: 4670.886719 Iteration 39Q: 3 clusters Score -2034270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -2034266.500000 Penalty: 4670.886719 Iteration 40F: 3 clusters Score -2034266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -2034272.000000 Penalty: 4670.886719 Iteration 41Q: 3 clusters Score -2034272 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -2034271.375000 Penalty: 4670.886719 Iteration 42Q: 3 clusters Score -2034271 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -2034281.875000 Penalty: 4670.886719 Iteration 43Q: 3 clusters Score -2034282 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -2034283.875000 Penalty: 4670.886719 Iteration 44Q: 3 clusters Score -2034284 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -2034284.750000 Penalty: 4670.886719 Iteration 45Q: 3 clusters Score -2034285 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -2034294.750000 Penalty: 4670.886719 Iteration 46Q: 3 clusters Score -2034295 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -2034290.375000 Penalty: 4670.886719 Iteration 47Q: 3 clusters Score -2034290 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -2034295.375000 Penalty: 4670.886719 Iteration 48Q: 3 clusters Score -2034295 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -2034303.875000 Penalty: 4670.886719 Iteration 49Q: 3 clusters Score -2034304 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -2034308.125000 Penalty: 4670.886719 Iteration 50Q: 3 clusters Score -2034308 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2034313.000000 Penalty: 4670.886719 Iteration 51Q: 3 clusters Score -2034313 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -2034317.875000 Penalty: 4670.886719 Iteration 52Q: 3 clusters Score -2034318 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -2034319.250000 Penalty: 4670.886719 Iteration 53Q: 3 clusters Score -2034319 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -2034326.750000 Penalty: 4670.886719 Iteration 54Q: 3 clusters Score -2034327 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -2034335.000000 Penalty: 4670.886719 Iteration 55Q: 3 clusters Score -2034335 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -2034340.125000 Penalty: 4670.886719 Iteration 56Q: 3 clusters Score -2034340 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -2034345.875000 Penalty: 4670.886719 Iteration 57Q: 3 clusters Score -2034346 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -2034350.375000 Penalty: 4670.886719 Iteration 58Q: 3 clusters Score -2034350 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -2034358.125000 Penalty: 4670.886719 Iteration 59Q: 3 clusters Score -2034358 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -2034368.750000 Penalty: 4670.886719 Iteration 60F: 3 clusters Score -2034369 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -2034373.000000 Penalty: 4670.886719 Iteration 61Q: 3 clusters Score -2034373 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -2034378.250000 Penalty: 4670.886719 Iteration 62Q: 3 clusters Score -2034378 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -2034390.750000 Penalty: 4670.886719 Iteration 63Q: 3 clusters Score -2034391 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -2034398.375000 Penalty: 4670.886719 Iteration 64Q: 3 clusters Score -2034398 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -2034407.500000 Penalty: 4670.886719 Iteration 65Q: 3 clusters Score -2034408 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -2034408.750000 Penalty: 4670.886719 Iteration 66Q: 3 clusters Score -2034409 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2034411.000000 Penalty: 4670.886719 Iteration 67Q: 3 clusters Score -2034411 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2034421.875000 Penalty: 4670.886719 Iteration 68Q: 3 clusters Score -2034422 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -2034426.625000 Penalty: 4670.886719 Iteration 69Q: 3 clusters Score -2034427 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -2034430.875000 Penalty: 4670.886719 Iteration 70Q: 3 clusters Score -2034431 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -2034430.625000 Penalty: 4670.886719 Iteration 71Q: 3 clusters Score -2034431 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -2034433.625000 Penalty: 4670.886719 Iteration 72Q: 3 clusters Score -2034434 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -2034434.750000 Penalty: 4670.886719 Iteration 73Q: 3 clusters Score -2034435 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -2034436.000000 Penalty: 4670.886719 Iteration 74Q: 3 clusters Score -2034436 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -2034444.250000 Penalty: 4670.886719 Iteration 75Q: 3 clusters Score -2034444 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -2034442.625000 Penalty: 4670.886719 Iteration 76Q: 3 clusters Score -2034443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -2034446.250000 Penalty: 4670.886719 Iteration 77Q: 3 clusters Score -2034446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -2034451.625000 Penalty: 4670.886719 Iteration 78Q: 3 clusters Score -2034452 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2034452.625000 Penalty: 4670.886719 Iteration 79Q: 3 clusters Score -2034453 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -2034454.750000 Penalty: 4670.886719 Iteration 80F: 3 clusters Score -2034455 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -2034453.375000 Penalty: 4670.886719 Iteration 81Q: 3 clusters Score -2034453 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -2034452.625000 Penalty: 4670.886719 Iteration 82Q: 3 clusters Score -2034453 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -2034456.875000 Penalty: 4670.886719 Iteration 83Q: 3 clusters Score -2034457 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -2034462.250000 Penalty: 4670.886719 Iteration 84Q: 3 clusters Score -2034462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -2034463.625000 Penalty: 4670.886719 Iteration 85Q: 3 clusters Score -2034464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -2034462.875000 Penalty: 4670.886719 Iteration 86Q: 3 clusters Score -2034463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -2034464.875000 Penalty: 4670.886719 Iteration 87Q: 3 clusters Score -2034465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -2034463.625000 Penalty: 4670.886719 Iteration 88Q: 3 clusters Score -2034464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -2034462.750000 Penalty: 4670.886719 Iteration 89Q: 3 clusters Score -2034463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -2034466.125000 Penalty: 4670.886719 Iteration 90Q: 3 clusters Score -2034466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -2034465.000000 Penalty: 4670.886719 Iteration 91Q: 3 clusters Score -2034465 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -2034465.000000 Penalty: 4670.886719 Iteration 92F: 3 clusters Score -2034465 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (30114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30114 members Entering Unmasked Estep Score: -4996709.500000 Penalty: 2557.560791 Iteration 0F: 2 clusters Score -4996710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14947 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -4976084.000000 Penalty: 5115.121582 Iteration 0F: 3 clusters Score -4976084 nChanged 13571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14560 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -4983605.500000 Penalty: 5115.121582 Iteration 1F: 3 clusters Score -4983606 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14446 members Mstep: Class 2 contains 15668 members Entering Unmasked Estep Score: -4984178.000000 Penalty: 5115.121582 Iteration 2Q: 3 clusters Score -4984178 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 15821 members Entering Unmasked Estep Score: -4984738.500000 Penalty: 5115.121582 Iteration 3Q: 3 clusters Score -4984738 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -4985415.500000 Penalty: 5115.121582 Iteration 4Q: 3 clusters Score -4985416 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 16067 members Entering Unmasked Estep Score: -4986230.500000 Penalty: 5115.121582 Iteration 5F: 3 clusters Score -4986230 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -4987093.000000 Penalty: 5115.121582 Iteration 6F: 3 clusters Score -4987093 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13460 members Mstep: Class 2 contains 16654 members Entering Unmasked Estep Score: -4987980.500000 Penalty: 5115.121582 Iteration 7F: 3 clusters Score -4987980 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 17120 members Entering Unmasked Estep Score: -4988701.500000 Penalty: 5115.121582 Iteration 8Q: 3 clusters Score -4988702 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 17713 members Entering Unmasked Estep Score: -4989286.500000 Penalty: 5115.121582 Iteration 9Q: 3 clusters Score -4989286 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 18393 members Entering Unmasked Estep Score: -4989812.000000 Penalty: 5115.121582 Iteration 10Q: 3 clusters Score -4989812 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 19212 members Entering Unmasked Estep Score: -4990256.000000 Penalty: 5115.121582 Iteration 11Q: 3 clusters Score -4990256 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 20079 members Entering Unmasked Estep Score: -4990699.000000 Penalty: 5115.121582 Iteration 12Q: 3 clusters Score -4990699 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 20976 members Entering Unmasked Estep Score: -4991147.000000 Penalty: 5115.121582 Iteration 13Q: 3 clusters Score -4991147 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 21890 members Entering Unmasked Estep Score: -4991628.000000 Penalty: 5115.121582 Iteration 14Q: 3 clusters Score -4991628 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 22798 members Entering Unmasked Estep Score: -4992114.000000 Penalty: 5115.121582 Iteration 15Q: 3 clusters Score -4992114 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -4992557.500000 Penalty: 5115.121582 Iteration 16Q: 3 clusters Score -4992558 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 24489 members Entering Unmasked Estep Score: -4992991.000000 Penalty: 5115.121582 Iteration 17Q: 3 clusters Score -4992991 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 25198 members Entering Unmasked Estep Score: -4993327.500000 Penalty: 5115.121582 Iteration 18Q: 3 clusters Score -4993328 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 25812 members Entering Unmasked Estep Score: -4993614.500000 Penalty: 5115.121582 Iteration 19Q: 3 clusters Score -4993614 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 26335 members Entering Unmasked Estep Score: -4993890.500000 Penalty: 5115.121582 Iteration 20F: 3 clusters Score -4993890 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 26772 members Entering Unmasked Estep Score: -4994123.500000 Penalty: 5115.121582 Iteration 21Q: 3 clusters Score -4994124 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 27103 members Entering Unmasked Estep Score: -4994247.000000 Penalty: 5115.121582 Iteration 22Q: 3 clusters Score -4994247 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 27365 members Entering Unmasked Estep Score: -4994355.500000 Penalty: 5115.121582 Iteration 23Q: 3 clusters Score -4994356 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -4994456.000000 Penalty: 5115.121582 Iteration 24Q: 3 clusters Score -4994456 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 27732 members Entering Unmasked Estep Score: -4994518.500000 Penalty: 5115.121582 Iteration 25Q: 3 clusters Score -4994518 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 27867 members Entering Unmasked Estep Score: -4994556.500000 Penalty: 5115.121582 Iteration 26Q: 3 clusters Score -4994556 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 27974 members Entering Unmasked Estep Score: -4994599.000000 Penalty: 5115.121582 Iteration 27Q: 3 clusters Score -4994599 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 28073 members Entering Unmasked Estep Score: -4994646.500000 Penalty: 5115.121582 Iteration 28Q: 3 clusters Score -4994646 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 28154 members Entering Unmasked Estep Score: -4994672.500000 Penalty: 5115.121582 Iteration 29Q: 3 clusters Score -4994672 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 28223 members Entering Unmasked Estep Score: -4994685.000000 Penalty: 5115.121582 Iteration 30Q: 3 clusters Score -4994685 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 28287 members Entering Unmasked Estep Score: -4994711.500000 Penalty: 5115.121582 Iteration 31Q: 3 clusters Score -4994712 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 28359 members Entering Unmasked Estep Score: -4994743.000000 Penalty: 5115.121582 Iteration 32Q: 3 clusters Score -4994743 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 28416 members Entering Unmasked Estep Score: -4994778.500000 Penalty: 5115.121582 Iteration 33Q: 3 clusters Score -4994778 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 28459 members Entering Unmasked Estep Score: -4994779.000000 Penalty: 5115.121582 Iteration 34Q: 3 clusters Score -4994779 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 28486 members Entering Unmasked Estep Score: -4994790.500000 Penalty: 5115.121582 Iteration 35Q: 3 clusters Score -4994790 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 28506 members Entering Unmasked Estep Score: -4994797.500000 Penalty: 5115.121582 Iteration 36Q: 3 clusters Score -4994798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 28521 members Entering Unmasked Estep Score: -4994812.500000 Penalty: 5115.121582 Iteration 37Q: 3 clusters Score -4994812 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 28532 members Entering Unmasked Estep Score: -4994817.000000 Penalty: 5115.121582 Iteration 38Q: 3 clusters Score -4994817 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 28540 members Entering Unmasked Estep Score: -4994815.500000 Penalty: 5115.121582 Iteration 39Q: 3 clusters Score -4994816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 28553 members Entering Unmasked Estep Score: -4994816.500000 Penalty: 5115.121582 Iteration 40F: 3 clusters Score -4994816 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 28562 members Entering Unmasked Estep Score: -4994815.000000 Penalty: 5115.121582 Iteration 41Q: 3 clusters Score -4994815 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 28576 members Entering Unmasked Estep Score: -4994821.500000 Penalty: 5115.121582 Iteration 42Q: 3 clusters Score -4994822 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 28586 members Entering Unmasked Estep Score: -4994828.500000 Penalty: 5115.121582 Iteration 43Q: 3 clusters Score -4994828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 28592 members Entering Unmasked Estep Score: -4994833.500000 Penalty: 5115.121582 Iteration 44Q: 3 clusters Score -4994834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 28598 members Entering Unmasked Estep Score: -4994832.000000 Penalty: 5115.121582 Iteration 45Q: 3 clusters Score -4994832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 28600 members Entering Unmasked Estep Score: -4994833.000000 Penalty: 5115.121582 Iteration 46Q: 3 clusters Score -4994833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 28603 members Entering Unmasked Estep Score: -4994833.000000 Penalty: 5115.121582 Iteration 47Q: 3 clusters Score -4994833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 28605 members Entering Unmasked Estep Score: -4994840.500000 Penalty: 5115.121582 Iteration 48Q: 3 clusters Score -4994840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 28610 members Entering Unmasked Estep Score: -4994843.000000 Penalty: 5115.121582 Iteration 49Q: 3 clusters Score -4994843 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 28611 members Entering Unmasked Estep Score: -4994841.000000 Penalty: 5115.121582 Iteration 50Q: 3 clusters Score -4994841 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 28615 members Entering Unmasked Estep Score: -4994840.500000 Penalty: 5115.121582 Iteration 51Q: 3 clusters Score -4994840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 28622 members Entering Unmasked Estep Score: -4994848.500000 Penalty: 5115.121582 Iteration 52Q: 3 clusters Score -4994848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 28628 members Entering Unmasked Estep Score: -4994853.000000 Penalty: 5115.121582 Iteration 53Q: 3 clusters Score -4994853 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 28638 members Entering Unmasked Estep Score: -4994848.500000 Penalty: 5115.121582 Iteration 54Q: 3 clusters Score -4994848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 28644 members Entering Unmasked Estep Score: -4994853.000000 Penalty: 5115.121582 Iteration 55Q: 3 clusters Score -4994853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 28648 members Entering Unmasked Estep Score: -4994856.500000 Penalty: 5115.121582 Iteration 56Q: 3 clusters Score -4994856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -4994859.500000 Penalty: 5115.121582 Iteration 57Q: 3 clusters Score -4994860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 28652 members Entering Unmasked Estep Score: -4994861.000000 Penalty: 5115.121582 Iteration 58Q: 3 clusters Score -4994861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 28658 members Entering Unmasked Estep Score: -4994866.000000 Penalty: 5115.121582 Iteration 59Q: 3 clusters Score -4994866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 28661 members Entering Unmasked Estep Score: -4994864.000000 Penalty: 5115.121582 Iteration 60F: 3 clusters Score -4994864 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 28666 members Entering Unmasked Estep Score: -4994865.000000 Penalty: 5115.121582 Iteration 61Q: 3 clusters Score -4994865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 28669 members Entering Unmasked Estep Score: -4994867.500000 Penalty: 5115.121582 Iteration 62Q: 3 clusters Score -4994868 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 28672 members Entering Unmasked Estep Score: -4994876.500000 Penalty: 5115.121582 Iteration 63Q: 3 clusters Score -4994876 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 28675 members Entering Unmasked Estep Score: -4994873.000000 Penalty: 5115.121582 Iteration 64Q: 3 clusters Score -4994873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 28678 members Entering Unmasked Estep Score: -4994876.500000 Penalty: 5115.121582 Iteration 65Q: 3 clusters Score -4994876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 28678 members Entering Unmasked Estep Score: -4994873.000000 Penalty: 5115.121582 Iteration 66Q: 3 clusters Score -4994873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 28677 members Entering Unmasked Estep Score: -4994872.500000 Penalty: 5115.121582 Iteration 67Q: 3 clusters Score -4994872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 28677 members Entering Unmasked Estep Score: -4994872.500000 Penalty: 5115.121582 Iteration 68F: 3 clusters Score -4994872 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -72353.929688 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -72353.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -70843.054688 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -70843.05 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71226.554688 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -71226.55 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -71382.523438 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -71382.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -71486.289062 Penalty: 3142.187012 Iteration 3Q: 3 clusters Score -71486.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -71544.828125 Penalty: 3142.187012 Iteration 4Q: 3 clusters Score -71544.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -71605.085938 Penalty: 3142.187012 Iteration 5Q: 3 clusters Score -71605.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -71643.515625 Penalty: 3142.187012 Iteration 6Q: 3 clusters Score -71643.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -71690.812500 Penalty: 3142.187012 Iteration 7Q: 3 clusters Score -71690.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -71740.609375 Penalty: 3142.187012 Iteration 8Q: 3 clusters Score -71740.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -71766.460938 Penalty: 3142.187012 Iteration 9Q: 3 clusters Score -71766.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -71806.656250 Penalty: 3142.187012 Iteration 10Q: 3 clusters Score -71806.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -71880.335938 Penalty: 3142.187012 Iteration 11Q: 3 clusters Score -71880.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -71989.007812 Penalty: 3142.187012 Iteration 12Q: 3 clusters Score -71989.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72073.671875 Penalty: 3142.187012 Iteration 13Q: 3 clusters Score -72073.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72099.523438 Penalty: 3142.187012 Iteration 14Q: 3 clusters Score -72099.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72105.179688 Penalty: 3142.187012 Iteration 15Q: 3 clusters Score -72105.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72143.976562 Penalty: 3142.187012 Iteration 16F: 3 clusters Score -72143.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72248.062500 Penalty: 3142.187012 Iteration 17Q: 3 clusters Score -72248.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72412.789062 Penalty: 3142.187012 Iteration 18Q: 3 clusters Score -72412.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72536.812500 Penalty: 3142.187012 Iteration 19Q: 3 clusters Score -72536.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -72547.015625 Penalty: 3142.187012 Iteration 20F: 3 clusters Score -72547.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -72553.148438 Penalty: 3142.187012 Iteration 21Q: 3 clusters Score -72553.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -72555.773438 Penalty: 3142.187012 Iteration 22Q: 3 clusters Score -72555.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -72575.429688 Penalty: 3142.187012 Iteration 23Q: 3 clusters Score -72575.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -72575.429688 Penalty: 3142.187012 Iteration 24F: 3 clusters Score -72575.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 274 members Entering Unmasked Estep Score: -106696704.000000 Penalty: 93023.304688 Splitting cluster 14 changes total score from -106698216.000000 to -106696704.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (7339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Entering Unmasked Estep Score: -1213113.500000 Penalty: 2207.437500 Iteration 0F: 2 clusters Score -1213114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1207078.375000 Penalty: 4414.875000 Iteration 0F: 3 clusters Score -1207078 nChanged 3002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1208862.875000 Penalty: 4414.875000 Iteration 1F: 3 clusters Score -1208863 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1209245.000000 Penalty: 4414.875000 Iteration 2F: 3 clusters Score -1209245 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1209621.500000 Penalty: 4414.875000 Iteration 3F: 3 clusters Score -1209622 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1210020.125000 Penalty: 4414.875000 Iteration 4F: 3 clusters Score -1210020 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -1210510.375000 Penalty: 4414.875000 Iteration 5F: 3 clusters Score -1210510 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1211069.875000 Penalty: 4414.875000 Iteration 6F: 3 clusters Score -1211070 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1211531.125000 Penalty: 4414.875000 Iteration 7F: 3 clusters Score -1211531 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1211837.750000 Penalty: 4414.875000 Iteration 8F: 3 clusters Score -1211838 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1212008.750000 Penalty: 4414.875000 Iteration 9Q: 3 clusters Score -1212009 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1212100.500000 Penalty: 4414.875000 Iteration 10Q: 3 clusters Score -1212100 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1212162.875000 Penalty: 4414.875000 Iteration 11Q: 3 clusters Score -1212163 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1212197.250000 Penalty: 4414.875000 Iteration 12Q: 3 clusters Score -1212197 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1212218.875000 Penalty: 4414.875000 Iteration 13Q: 3 clusters Score -1212219 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1212235.000000 Penalty: 4414.875000 Iteration 14Q: 3 clusters Score -1212235 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1212243.375000 Penalty: 4414.875000 Iteration 15Q: 3 clusters Score -1212243 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1212248.375000 Penalty: 4414.875000 Iteration 16Q: 3 clusters Score -1212248 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -1212257.250000 Penalty: 4414.875000 Iteration 17Q: 3 clusters Score -1212257 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1212264.875000 Penalty: 4414.875000 Iteration 18Q: 3 clusters Score -1212265 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1212269.375000 Penalty: 4414.875000 Iteration 19Q: 3 clusters Score -1212269 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1212276.250000 Penalty: 4414.875000 Iteration 20F: 3 clusters Score -1212276 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1212280.500000 Penalty: 4414.875000 Iteration 21Q: 3 clusters Score -1212280 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1212284.250000 Penalty: 4414.875000 Iteration 22Q: 3 clusters Score -1212284 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1212287.125000 Penalty: 4414.875000 Iteration 23Q: 3 clusters Score -1212287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1212291.250000 Penalty: 4414.875000 Iteration 24Q: 3 clusters Score -1212291 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1212298.500000 Penalty: 4414.875000 Iteration 25Q: 3 clusters Score -1212298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1212299.000000 Penalty: 4414.875000 Iteration 26Q: 3 clusters Score -1212299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1212301.125000 Penalty: 4414.875000 Iteration 27Q: 3 clusters Score -1212301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1212303.000000 Penalty: 4414.875000 Iteration 28Q: 3 clusters Score -1212303 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1212307.125000 Penalty: 4414.875000 Iteration 29Q: 3 clusters Score -1212307 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1212308.625000 Penalty: 4414.875000 Iteration 30Q: 3 clusters Score -1212309 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1212316.375000 Penalty: 4414.875000 Iteration 31Q: 3 clusters Score -1212316 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1212319.625000 Penalty: 4414.875000 Iteration 32Q: 3 clusters Score -1212320 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1212323.875000 Penalty: 4414.875000 Iteration 33Q: 3 clusters Score -1212324 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1212327.000000 Penalty: 4414.875000 Iteration 34Q: 3 clusters Score -1212327 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1212330.875000 Penalty: 4414.875000 Iteration 35Q: 3 clusters Score -1212331 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1212342.125000 Penalty: 4414.875000 Iteration 36Q: 3 clusters Score -1212342 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1212351.500000 Penalty: 4414.875000 Iteration 37Q: 3 clusters Score -1212352 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1212359.875000 Penalty: 4414.875000 Iteration 38Q: 3 clusters Score -1212360 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1212365.250000 Penalty: 4414.875000 Iteration 39Q: 3 clusters Score -1212365 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -1212371.000000 Penalty: 4414.875000 Iteration 40F: 3 clusters Score -1212371 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -1212373.125000 Penalty: 4414.875000 Iteration 41Q: 3 clusters Score -1212373 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1212379.375000 Penalty: 4414.875000 Iteration 42Q: 3 clusters Score -1212379 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1212383.750000 Penalty: 4414.875000 Iteration 43Q: 3 clusters Score -1212384 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1212390.500000 Penalty: 4414.875000 Iteration 44Q: 3 clusters Score -1212390 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1212397.250000 Penalty: 4414.875000 Iteration 45Q: 3 clusters Score -1212397 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1212402.375000 Penalty: 4414.875000 Iteration 46Q: 3 clusters Score -1212402 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1212407.375000 Penalty: 4414.875000 Iteration 47Q: 3 clusters Score -1212407 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1212414.125000 Penalty: 4414.875000 Iteration 48Q: 3 clusters Score -1212414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1212416.250000 Penalty: 4414.875000 Iteration 49Q: 3 clusters Score -1212416 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1212416.500000 Penalty: 4414.875000 Iteration 50Q: 3 clusters Score -1212416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -1212421.500000 Penalty: 4414.875000 Iteration 51Q: 3 clusters Score -1212422 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1212425.375000 Penalty: 4414.875000 Iteration 52Q: 3 clusters Score -1212425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1212426.875000 Penalty: 4414.875000 Iteration 53Q: 3 clusters Score -1212427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1212426.750000 Penalty: 4414.875000 Iteration 54Q: 3 clusters Score -1212427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1212426.875000 Penalty: 4414.875000 Iteration 55Q: 3 clusters Score -1212427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -1212428.125000 Penalty: 4414.875000 Iteration 56Q: 3 clusters Score -1212428 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -1212428.250000 Penalty: 4414.875000 Iteration 57Q: 3 clusters Score -1212428 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -1212428.250000 Penalty: 4414.875000 Iteration 58F: 3 clusters Score -1212428 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (41214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41214 members Entering Unmasked Estep Score: -6811556.500000 Penalty: 2635.380371 Iteration 0F: 2 clusters Score -6811556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -6783684.000000 Penalty: 5270.760742 Iteration 0F: 3 clusters Score -6783684 nChanged 18826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 21321 members Entering Unmasked Estep Score: -6794160.000000 Penalty: 5270.760742 Iteration 1F: 3 clusters Score -6794160 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19409 members Mstep: Class 2 contains 21805 members Entering Unmasked Estep Score: -6794754.500000 Penalty: 5270.760742 Iteration 2Q: 3 clusters Score -6794754 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18715 members Mstep: Class 2 contains 22499 members Entering Unmasked Estep Score: -6795366.000000 Penalty: 5270.760742 Iteration 3Q: 3 clusters Score -6795366 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17724 members Mstep: Class 2 contains 23490 members Entering Unmasked Estep Score: -6796144.500000 Penalty: 5270.760742 Iteration 4Q: 3 clusters Score -6796144 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 24830 members Entering Unmasked Estep Score: -6797135.000000 Penalty: 5270.760742 Iteration 5Q: 3 clusters Score -6797135 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 26533 members Entering Unmasked Estep Score: -6798366.000000 Penalty: 5270.760742 Iteration 6F: 3 clusters Score -6798366 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 28579 members Entering Unmasked Estep Score: -6799999.000000 Penalty: 5270.760742 Iteration 7F: 3 clusters Score -6799999 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 30884 members Entering Unmasked Estep Score: -6801882.000000 Penalty: 5270.760742 Iteration 8F: 3 clusters Score -6801882 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 33238 members Entering Unmasked Estep Score: -6803807.000000 Penalty: 5270.760742 Iteration 9F: 3 clusters Score -6803807 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 35355 members Entering Unmasked Estep Score: -6805598.500000 Penalty: 5270.760742 Iteration 10F: 3 clusters Score -6805598 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 37065 members Entering Unmasked Estep Score: -6806981.500000 Penalty: 5270.760742 Iteration 11Q: 3 clusters Score -6806982 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 38264 members Entering Unmasked Estep Score: -6807956.500000 Penalty: 5270.760742 Iteration 12Q: 3 clusters Score -6807956 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 39048 members Entering Unmasked Estep Score: -6808536.000000 Penalty: 5270.760742 Iteration 13Q: 3 clusters Score -6808536 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 39533 members Entering Unmasked Estep Score: -6808888.500000 Penalty: 5270.760742 Iteration 14Q: 3 clusters Score -6808888 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 39826 members Entering Unmasked Estep Score: -6809086.000000 Penalty: 5270.760742 Iteration 15Q: 3 clusters Score -6809086 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 40023 members Entering Unmasked Estep Score: -6809177.000000 Penalty: 5270.760742 Iteration 16Q: 3 clusters Score -6809177 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 40138 members Entering Unmasked Estep Score: -6809237.500000 Penalty: 5270.760742 Iteration 17Q: 3 clusters Score -6809238 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 40214 members Entering Unmasked Estep Score: -6809277.000000 Penalty: 5270.760742 Iteration 18Q: 3 clusters Score -6809277 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 40263 members Entering Unmasked Estep Score: -6809327.500000 Penalty: 5270.760742 Iteration 19Q: 3 clusters Score -6809328 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 40322 members Entering Unmasked Estep Score: -6809348.000000 Penalty: 5270.760742 Iteration 20F: 3 clusters Score -6809348 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 40356 members Entering Unmasked Estep Score: -6809378.000000 Penalty: 5270.760742 Iteration 21Q: 3 clusters Score -6809378 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 40380 members Entering Unmasked Estep Score: -6809408.000000 Penalty: 5270.760742 Iteration 22Q: 3 clusters Score -6809408 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 40403 members Entering Unmasked Estep Score: -6809429.500000 Penalty: 5270.760742 Iteration 23Q: 3 clusters Score -6809430 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 40421 members Entering Unmasked Estep Score: -6809449.500000 Penalty: 5270.760742 Iteration 24Q: 3 clusters Score -6809450 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 40434 members Entering Unmasked Estep Score: -6809457.500000 Penalty: 5270.760742 Iteration 25Q: 3 clusters Score -6809458 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 40451 members Entering Unmasked Estep Score: -6809464.500000 Penalty: 5270.760742 Iteration 26Q: 3 clusters Score -6809464 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 40467 members Entering Unmasked Estep Score: -6809493.000000 Penalty: 5270.760742 Iteration 27Q: 3 clusters Score -6809493 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 40475 members Entering Unmasked Estep Score: -6809485.000000 Penalty: 5270.760742 Iteration 28Q: 3 clusters Score -6809485 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 40480 members Entering Unmasked Estep Score: -6809492.500000 Penalty: 5270.760742 Iteration 29Q: 3 clusters Score -6809492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 40485 members Entering Unmasked Estep Score: -6809496.500000 Penalty: 5270.760742 Iteration 30Q: 3 clusters Score -6809496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 40486 members Entering Unmasked Estep Score: -6809497.000000 Penalty: 5270.760742 Iteration 31Q: 3 clusters Score -6809497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 40490 members Entering Unmasked Estep Score: -6809502.500000 Penalty: 5270.760742 Iteration 32Q: 3 clusters Score -6809502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 40493 members Entering Unmasked Estep Score: -6809504.500000 Penalty: 5270.760742 Iteration 33Q: 3 clusters Score -6809504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 40493 members Entering Unmasked Estep Score: -6809507.000000 Penalty: 5270.760742 Iteration 34Q: 3 clusters Score -6809507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 40493 members Entering Unmasked Estep Score: -6809507.000000 Penalty: 5270.760742 Iteration 35F: 3 clusters Score -6809507 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -78199.703125 Penalty: 1571.971313 Iteration 0F: 2 clusters Score -78199.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -76819.789062 Penalty: 3143.942627 Iteration 0F: 3 clusters Score -76819.79 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -77224.570312 Penalty: 3143.942627 Iteration 1F: 3 clusters Score -77224.57 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -77424.703125 Penalty: 3143.942627 Iteration 2F: 3 clusters Score -77424.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -77532.921875 Penalty: 3143.942627 Iteration 3Q: 3 clusters Score -77532.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -77629.945312 Penalty: 3143.942627 Iteration 4Q: 3 clusters Score -77629.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -77728.437500 Penalty: 3143.942627 Iteration 5Q: 3 clusters Score -77728.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77903.632812 Penalty: 3143.942627 Iteration 6Q: 3 clusters Score -77903.63 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -78001.656250 Penalty: 3143.942627 Iteration 7Q: 3 clusters Score -78001.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -78029.851562 Penalty: 3143.942627 Iteration 8Q: 3 clusters Score -78029.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -78057.500000 Penalty: 3143.942627 Iteration 9Q: 3 clusters Score -78057.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -78075.312500 Penalty: 3143.942627 Iteration 10Q: 3 clusters Score -78075.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -78094.507812 Penalty: 3143.942627 Iteration 11Q: 3 clusters Score -78094.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -78112.359375 Penalty: 3143.942627 Iteration 12Q: 3 clusters Score -78112.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -78117.992188 Penalty: 3143.942627 Iteration 13Q: 3 clusters Score -78117.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -78127.007812 Penalty: 3143.942627 Iteration 14Q: 3 clusters Score -78127.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -78131.445312 Penalty: 3143.942627 Iteration 15Q: 3 clusters Score -78131.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -78136.429688 Penalty: 3143.942627 Iteration 16F: 3 clusters Score -78136.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -78143.757812 Penalty: 3143.942627 Iteration 17Q: 3 clusters Score -78143.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -78144.351562 Penalty: 3143.942627 Iteration 18Q: 3 clusters Score -78144.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -78145.445312 Penalty: 3143.942627 Iteration 19Q: 3 clusters Score -78145.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -78145.445312 Penalty: 3143.942627 Iteration 20F: 3 clusters Score -78145.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (20569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20569 members Entering Unmasked Estep Score: -3506843.000000 Penalty: 2463.021973 Iteration 0F: 2 clusters Score -3506843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -3492402.250000 Penalty: 4926.043945 Iteration 0F: 3 clusters Score -3492402 nChanged 8982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -3497116.500000 Penalty: 4926.043945 Iteration 1F: 3 clusters Score -3497116 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -3497467.250000 Penalty: 4926.043945 Iteration 2F: 3 clusters Score -3497467 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -3497756.000000 Penalty: 4926.043945 Iteration 3Q: 3 clusters Score -3497756 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -3497963.750000 Penalty: 4926.043945 Iteration 4Q: 3 clusters Score -3497964 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -3498177.250000 Penalty: 4926.043945 Iteration 5Q: 3 clusters Score -3498177 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -3498352.250000 Penalty: 4926.043945 Iteration 6Q: 3 clusters Score -3498352 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -3498562.250000 Penalty: 4926.043945 Iteration 7Q: 3 clusters Score -3498562 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -3498782.500000 Penalty: 4926.043945 Iteration 8Q: 3 clusters Score -3498782 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -3499050.000000 Penalty: 4926.043945 Iteration 9Q: 3 clusters Score -3499050 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 12779 members Entering Unmasked Estep Score: -3499387.500000 Penalty: 4926.043945 Iteration 10Q: 3 clusters Score -3499388 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -3499835.000000 Penalty: 4926.043945 Iteration 11Q: 3 clusters Score -3499835 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -3500418.250000 Penalty: 4926.043945 Iteration 12Q: 3 clusters Score -3500418 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -3501177.000000 Penalty: 4926.043945 Iteration 13F: 3 clusters Score -3501177 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 16193 members Entering Unmasked Estep Score: -3501940.000000 Penalty: 4926.043945 Iteration 14F: 3 clusters Score -3501940 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 17047 members Entering Unmasked Estep Score: -3502730.500000 Penalty: 4926.043945 Iteration 15Q: 3 clusters Score -3502730 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -3503320.000000 Penalty: 4926.043945 Iteration 16Q: 3 clusters Score -3503320 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 18253 members Entering Unmasked Estep Score: -3503718.750000 Penalty: 4926.043945 Iteration 17Q: 3 clusters Score -3503719 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 18624 members Entering Unmasked Estep Score: -3504002.250000 Penalty: 4926.043945 Iteration 18Q: 3 clusters Score -3504002 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -3504165.500000 Penalty: 4926.043945 Iteration 19Q: 3 clusters Score -3504166 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 19082 members Entering Unmasked Estep Score: -3504274.250000 Penalty: 4926.043945 Iteration 20F: 3 clusters Score -3504274 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 19241 members Entering Unmasked Estep Score: -3504354.750000 Penalty: 4926.043945 Iteration 21Q: 3 clusters Score -3504355 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 19362 members Entering Unmasked Estep Score: -3504418.250000 Penalty: 4926.043945 Iteration 22Q: 3 clusters Score -3504418 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -3504474.500000 Penalty: 4926.043945 Iteration 23Q: 3 clusters Score -3504474 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 19525 members Entering Unmasked Estep Score: -3504510.000000 Penalty: 4926.043945 Iteration 24Q: 3 clusters Score -3504510 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 19585 members Entering Unmasked Estep Score: -3504533.250000 Penalty: 4926.043945 Iteration 25Q: 3 clusters Score -3504533 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -3504562.250000 Penalty: 4926.043945 Iteration 26Q: 3 clusters Score -3504562 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 19688 members Entering Unmasked Estep Score: -3504576.250000 Penalty: 4926.043945 Iteration 27Q: 3 clusters Score -3504576 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 19734 members Entering Unmasked Estep Score: -3504610.500000 Penalty: 4926.043945 Iteration 28Q: 3 clusters Score -3504610 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 19778 members Entering Unmasked Estep Score: -3504638.750000 Penalty: 4926.043945 Iteration 29Q: 3 clusters Score -3504639 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 19801 members Entering Unmasked Estep Score: -3504649.500000 Penalty: 4926.043945 Iteration 30Q: 3 clusters Score -3504650 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19815 members Entering Unmasked Estep Score: -3504653.500000 Penalty: 4926.043945 Iteration 31Q: 3 clusters Score -3504654 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -3504661.750000 Penalty: 4926.043945 Iteration 32Q: 3 clusters Score -3504662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 19832 members Entering Unmasked Estep Score: -3504665.500000 Penalty: 4926.043945 Iteration 33Q: 3 clusters Score -3504666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 19838 members Entering Unmasked Estep Score: -3504673.000000 Penalty: 4926.043945 Iteration 34Q: 3 clusters Score -3504673 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -3504678.000000 Penalty: 4926.043945 Iteration 35Q: 3 clusters Score -3504678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -3504675.250000 Penalty: 4926.043945 Iteration 36Q: 3 clusters Score -3504675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 19854 members Entering Unmasked Estep Score: -3504681.250000 Penalty: 4926.043945 Iteration 37Q: 3 clusters Score -3504681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -3504677.500000 Penalty: 4926.043945 Iteration 38Q: 3 clusters Score -3504678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 19859 members Entering Unmasked Estep Score: -3504684.000000 Penalty: 4926.043945 Iteration 39Q: 3 clusters Score -3504684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -3504688.000000 Penalty: 4926.043945 Iteration 40F: 3 clusters Score -3504688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 19868 members Entering Unmasked Estep Score: -3504692.500000 Penalty: 4926.043945 Iteration 41Q: 3 clusters Score -3504692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -3504699.750000 Penalty: 4926.043945 Iteration 42Q: 3 clusters Score -3504700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 19877 members Entering Unmasked Estep Score: -3504704.000000 Penalty: 4926.043945 Iteration 43Q: 3 clusters Score -3504704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 19879 members Entering Unmasked Estep Score: -3504706.000000 Penalty: 4926.043945 Iteration 44Q: 3 clusters Score -3504706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 19880 members Entering Unmasked Estep Score: -3504707.750000 Penalty: 4926.043945 Iteration 45Q: 3 clusters Score -3504708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 19880 members Entering Unmasked Estep Score: -3504707.750000 Penalty: 4926.043945 Iteration 46F: 3 clusters Score -3504708 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Entering Unmasked Estep Score: -676155.187500 Penalty: 2044.855225 Iteration 0F: 2 clusters Score -676155.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -672338.687500 Penalty: 4089.710449 Iteration 0F: 3 clusters Score -672338.7 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -673134.937500 Penalty: 4089.710449 Iteration 1F: 3 clusters Score -673134.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -673294.562500 Penalty: 4089.710449 Iteration 2F: 3 clusters Score -673294.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -673390.125000 Penalty: 4089.710449 Iteration 3Q: 3 clusters Score -673390.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -673454.125000 Penalty: 4089.710449 Iteration 4Q: 3 clusters Score -673454.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -673500.875000 Penalty: 4089.710449 Iteration 5Q: 3 clusters Score -673500.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -673532.500000 Penalty: 4089.710449 Iteration 6Q: 3 clusters Score -673532.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -673560.500000 Penalty: 4089.710449 Iteration 7Q: 3 clusters Score -673560.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -673581.250000 Penalty: 4089.710449 Iteration 8Q: 3 clusters Score -673581.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -673603.625000 Penalty: 4089.710449 Iteration 9Q: 3 clusters Score -673603.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -673618.812500 Penalty: 4089.710449 Iteration 10Q: 3 clusters Score -673618.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -673633.437500 Penalty: 4089.710449 Iteration 11Q: 3 clusters Score -673633.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -673648.125000 Penalty: 4089.710449 Iteration 12Q: 3 clusters Score -673648.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -673660.375000 Penalty: 4089.710449 Iteration 13Q: 3 clusters Score -673660.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -673668.500000 Penalty: 4089.710449 Iteration 14Q: 3 clusters Score -673668.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -673680.187500 Penalty: 4089.710449 Iteration 15Q: 3 clusters Score -673680.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -673688.750000 Penalty: 4089.710449 Iteration 16Q: 3 clusters Score -673688.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -673698.312500 Penalty: 4089.710449 Iteration 17Q: 3 clusters Score -673698.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -673706.875000 Penalty: 4089.710449 Iteration 18Q: 3 clusters Score -673706.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -673712.812500 Penalty: 4089.710449 Iteration 19Q: 3 clusters Score -673712.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -673717.187500 Penalty: 4089.710449 Iteration 20F: 3 clusters Score -673717.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -673722.062500 Penalty: 4089.710449 Iteration 21Q: 3 clusters Score -673722.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -673727.062500 Penalty: 4089.710449 Iteration 22Q: 3 clusters Score -673727.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -673736.625000 Penalty: 4089.710449 Iteration 23Q: 3 clusters Score -673736.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -673746.812500 Penalty: 4089.710449 Iteration 24Q: 3 clusters Score -673746.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -673759.500000 Penalty: 4089.710449 Iteration 25Q: 3 clusters Score -673759.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -673774.312500 Penalty: 4089.710449 Iteration 26Q: 3 clusters Score -673774.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -673792.375000 Penalty: 4089.710449 Iteration 27Q: 3 clusters Score -673792.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -673807.687500 Penalty: 4089.710449 Iteration 28Q: 3 clusters Score -673807.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -673822.125000 Penalty: 4089.710449 Iteration 29Q: 3 clusters Score -673822.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -673836.812500 Penalty: 4089.710449 Iteration 30Q: 3 clusters Score -673836.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -673850.000000 Penalty: 4089.710449 Iteration 31Q: 3 clusters Score -673850 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -673862.375000 Penalty: 4089.710449 Iteration 32Q: 3 clusters Score -673862.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -673870.937500 Penalty: 4089.710449 Iteration 33Q: 3 clusters Score -673870.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -673877.125000 Penalty: 4089.710449 Iteration 34Q: 3 clusters Score -673877.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -673879.812500 Penalty: 4089.710449 Iteration 35Q: 3 clusters Score -673879.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -673880.125000 Penalty: 4089.710449 Iteration 36Q: 3 clusters Score -673880.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -673882.187500 Penalty: 4089.710449 Iteration 37Q: 3 clusters Score -673882.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -673883.687500 Penalty: 4089.710449 Iteration 38Q: 3 clusters Score -673883.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -673886.625000 Penalty: 4089.710449 Iteration 39Q: 3 clusters Score -673886.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -673892.125000 Penalty: 4089.710449 Iteration 40F: 3 clusters Score -673892.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -673895.375000 Penalty: 4089.710449 Iteration 41Q: 3 clusters Score -673895.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -673899.500000 Penalty: 4089.710449 Iteration 42Q: 3 clusters Score -673899.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -673904.687500 Penalty: 4089.710449 Iteration 43Q: 3 clusters Score -673904.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -673909.437500 Penalty: 4089.710449 Iteration 44Q: 3 clusters Score -673909.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -673916.000000 Penalty: 4089.710449 Iteration 45Q: 3 clusters Score -673916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -673921.875000 Penalty: 4089.710449 Iteration 46Q: 3 clusters Score -673921.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -673928.875000 Penalty: 4089.710449 Iteration 47Q: 3 clusters Score -673928.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -673937.250000 Penalty: 4089.710449 Iteration 48Q: 3 clusters Score -673937.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -673945.437500 Penalty: 4089.710449 Iteration 49Q: 3 clusters Score -673945.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -673951.687500 Penalty: 4089.710449 Iteration 50Q: 3 clusters Score -673951.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -673957.312500 Penalty: 4089.710449 Iteration 51Q: 3 clusters Score -673957.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -673962.625000 Penalty: 4089.710449 Iteration 52Q: 3 clusters Score -673962.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -673967.375000 Penalty: 4089.710449 Iteration 53Q: 3 clusters Score -673967.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -673972.250000 Penalty: 4089.710449 Iteration 54Q: 3 clusters Score -673972.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -673977.562500 Penalty: 4089.710449 Iteration 55Q: 3 clusters Score -673977.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -673982.625000 Penalty: 4089.710449 Iteration 56Q: 3 clusters Score -673982.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -673988.062500 Penalty: 4089.710449 Iteration 57Q: 3 clusters Score -673988.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -673996.375000 Penalty: 4089.710449 Iteration 58Q: 3 clusters Score -673996.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -674001.375000 Penalty: 4089.710449 Iteration 59Q: 3 clusters Score -674001.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -674009.437500 Penalty: 4089.710449 Iteration 60F: 3 clusters Score -674009.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -674013.812500 Penalty: 4089.710449 Iteration 61Q: 3 clusters Score -674013.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -674017.000000 Penalty: 4089.710449 Iteration 62Q: 3 clusters Score -674017 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -674019.875000 Penalty: 4089.710449 Iteration 63Q: 3 clusters Score -674019.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -674022.687500 Penalty: 4089.710449 Iteration 64Q: 3 clusters Score -674022.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -674025.875000 Penalty: 4089.710449 Iteration 65Q: 3 clusters Score -674025.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -674028.937500 Penalty: 4089.710449 Iteration 66Q: 3 clusters Score -674028.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -674031.125000 Penalty: 4089.710449 Iteration 67Q: 3 clusters Score -674031.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -674032.250000 Penalty: 4089.710449 Iteration 68Q: 3 clusters Score -674032.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -674035.000000 Penalty: 4089.710449 Iteration 69Q: 3 clusters Score -674035 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -674038.062500 Penalty: 4089.710449 Iteration 70Q: 3 clusters Score -674038.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -674042.062500 Penalty: 4089.710449 Iteration 71Q: 3 clusters Score -674042.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -674046.125000 Penalty: 4089.710449 Iteration 72Q: 3 clusters Score -674046.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -674049.750000 Penalty: 4089.710449 Iteration 73Q: 3 clusters Score -674049.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -674052.437500 Penalty: 4089.710449 Iteration 74Q: 3 clusters Score -674052.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -674054.937500 Penalty: 4089.710449 Iteration 75Q: 3 clusters Score -674054.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -674059.062500 Penalty: 4089.710449 Iteration 76Q: 3 clusters Score -674059.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -674062.875000 Penalty: 4089.710449 Iteration 77Q: 3 clusters Score -674062.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -674066.437500 Penalty: 4089.710449 Iteration 78Q: 3 clusters Score -674066.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -674068.375000 Penalty: 4089.710449 Iteration 79Q: 3 clusters Score -674068.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -674071.937500 Penalty: 4089.710449 Iteration 80F: 3 clusters Score -674071.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -674072.562500 Penalty: 4089.710449 Iteration 81Q: 3 clusters Score -674072.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -674075.312500 Penalty: 4089.710449 Iteration 82Q: 3 clusters Score -674075.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -674077.062500 Penalty: 4089.710449 Iteration 83Q: 3 clusters Score -674077.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -674078.937500 Penalty: 4089.710449 Iteration 84Q: 3 clusters Score -674078.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -674082.375000 Penalty: 4089.710449 Iteration 85Q: 3 clusters Score -674082.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -674086.500000 Penalty: 4089.710449 Iteration 86Q: 3 clusters Score -674086.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -674093.937500 Penalty: 4089.710449 Iteration 87Q: 3 clusters Score -674093.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -674105.312500 Penalty: 4089.710449 Iteration 88Q: 3 clusters Score -674105.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -674117.875000 Penalty: 4089.710449 Iteration 89Q: 3 clusters Score -674117.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -674131.312500 Penalty: 4089.710449 Iteration 90Q: 3 clusters Score -674131.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -674141.250000 Penalty: 4089.710449 Iteration 91Q: 3 clusters Score -674141.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -674152.687500 Penalty: 4089.710449 Iteration 92Q: 3 clusters Score -674152.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -674157.562500 Penalty: 4089.710449 Iteration 93Q: 3 clusters Score -674157.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -674165.750000 Penalty: 4089.710449 Iteration 94Q: 3 clusters Score -674165.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -674171.625000 Penalty: 4089.710449 Iteration 95Q: 3 clusters Score -674171.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -674180.375000 Penalty: 4089.710449 Iteration 96Q: 3 clusters Score -674180.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -674186.937500 Penalty: 4089.710449 Iteration 97Q: 3 clusters Score -674186.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -674192.500000 Penalty: 4089.710449 Iteration 98Q: 3 clusters Score -674192.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -674195.812500 Penalty: 4089.710449 Iteration 99Q: 3 clusters Score -674195.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -674198.937500 Penalty: 4089.710449 Iteration 100F: 3 clusters Score -674198.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -674203.250000 Penalty: 4089.710449 Iteration 101Q: 3 clusters Score -674203.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -674203.812500 Penalty: 4089.710449 Iteration 102Q: 3 clusters Score -674203.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -674208.437500 Penalty: 4089.710449 Iteration 103Q: 3 clusters Score -674208.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -674209.625000 Penalty: 4089.710449 Iteration 104Q: 3 clusters Score -674209.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -674211.437500 Penalty: 4089.710449 Iteration 105Q: 3 clusters Score -674211.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -674213.812500 Penalty: 4089.710449 Iteration 106Q: 3 clusters Score -674213.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -674220.375000 Penalty: 4089.710449 Iteration 107Q: 3 clusters Score -674220.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -674224.187500 Penalty: 4089.710449 Iteration 108Q: 3 clusters Score -674224.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -674230.812500 Penalty: 4089.710449 Iteration 109Q: 3 clusters Score -674230.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -674233.312500 Penalty: 4089.710449 Iteration 110Q: 3 clusters Score -674233.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -674237.562500 Penalty: 4089.710449 Iteration 111Q: 3 clusters Score -674237.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -674243.062500 Penalty: 4089.710449 Iteration 112Q: 3 clusters Score -674243.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -674248.250000 Penalty: 4089.710449 Iteration 113Q: 3 clusters Score -674248.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -674255.125000 Penalty: 4089.710449 Iteration 114Q: 3 clusters Score -674255.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -674261.625000 Penalty: 4089.710449 Iteration 115Q: 3 clusters Score -674261.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -674264.937500 Penalty: 4089.710449 Iteration 116Q: 3 clusters Score -674264.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -674268.937500 Penalty: 4089.710449 Iteration 117Q: 3 clusters Score -674268.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -674271.125000 Penalty: 4089.710449 Iteration 118Q: 3 clusters Score -674271.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -674273.375000 Penalty: 4089.710449 Iteration 119Q: 3 clusters Score -674273.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -674276.437500 Penalty: 4089.710449 Iteration 120F: 3 clusters Score -674276.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -674277.875000 Penalty: 4089.710449 Iteration 121Q: 3 clusters Score -674277.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -674278.125000 Penalty: 4089.710449 Iteration 122Q: 3 clusters Score -674278.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -674278.125000 Penalty: 4089.710449 Iteration 123F: 3 clusters Score -674278.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Entering Unmasked Estep Score: -28809.324219 Penalty: 1402.686035 Iteration 0F: 2 clusters Score -28809.32 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 145 members Entering Unmasked Estep Score: -27716.501953 Penalty: 2805.372070 Iteration 0F: 3 clusters Score -27716.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -27936.091797 Penalty: 2805.372070 Iteration 1F: 3 clusters Score -27936.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -28034.802734 Penalty: 2805.372070 Iteration 2F: 3 clusters Score -28034.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -28078.941406 Penalty: 2805.372070 Iteration 3Q: 3 clusters Score -28078.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -28153.261719 Penalty: 2805.372070 Iteration 4Q: 3 clusters Score -28153.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28241.636719 Penalty: 2805.372070 Iteration 5Q: 3 clusters Score -28241.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28282.130859 Penalty: 2805.372070 Iteration 6Q: 3 clusters Score -28282.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -28302.599609 Penalty: 2805.372070 Iteration 7Q: 3 clusters Score -28302.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28344.482422 Penalty: 2805.372070 Iteration 8Q: 3 clusters Score -28344.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28365.576172 Penalty: 2805.372070 Iteration 9Q: 3 clusters Score -28365.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28365.691406 Penalty: 2805.372070 Iteration 10F: 3 clusters Score -28365.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -28369.812500 Penalty: 2805.372070 Iteration 11Q: 3 clusters Score -28369.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28378.171875 Penalty: 2805.372070 Iteration 12Q: 3 clusters Score -28378.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28388.671875 Penalty: 2805.372070 Iteration 13Q: 3 clusters Score -28388.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -28405.869141 Penalty: 2805.372070 Iteration 14Q: 3 clusters Score -28405.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -28438.445312 Penalty: 2805.372070 Iteration 15Q: 3 clusters Score -28438.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28441.644531 Penalty: 2805.372070 Iteration 16Q: 3 clusters Score -28441.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28441.644531 Penalty: 2805.372070 Iteration 17F: 3 clusters Score -28441.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Entering Unmasked Estep Score: -155911.640625 Penalty: 1719.488892 Iteration 0F: 2 clusters Score -155911.6 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 516 members Entering Unmasked Estep Score: -153982.140625 Penalty: 3438.977783 Iteration 0F: 3 clusters Score -153982.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -154386.953125 Penalty: 3438.977783 Iteration 1F: 3 clusters Score -154387 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -154675.546875 Penalty: 3438.977783 Iteration 2F: 3 clusters Score -154675.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -154970.406250 Penalty: 3438.977783 Iteration 3F: 3 clusters Score -154970.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -155103.265625 Penalty: 3438.977783 Iteration 4F: 3 clusters Score -155103.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -155192.671875 Penalty: 3438.977783 Iteration 5Q: 3 clusters Score -155192.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -155266.312500 Penalty: 3438.977783 Iteration 6Q: 3 clusters Score -155266.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -155329.671875 Penalty: 3438.977783 Iteration 7Q: 3 clusters Score -155329.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -155400.703125 Penalty: 3438.977783 Iteration 8Q: 3 clusters Score -155400.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -155439.234375 Penalty: 3438.977783 Iteration 9Q: 3 clusters Score -155439.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -155456.093750 Penalty: 3438.977783 Iteration 10Q: 3 clusters Score -155456.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -155467.093750 Penalty: 3438.977783 Iteration 11Q: 3 clusters Score -155467.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -155474.390625 Penalty: 3438.977783 Iteration 12Q: 3 clusters Score -155474.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -155484.062500 Penalty: 3438.977783 Iteration 13Q: 3 clusters Score -155484.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -155504.906250 Penalty: 3438.977783 Iteration 14Q: 3 clusters Score -155504.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -155517.578125 Penalty: 3438.977783 Iteration 15Q: 3 clusters Score -155517.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -155524.734375 Penalty: 3438.977783 Iteration 16Q: 3 clusters Score -155524.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -155537.125000 Penalty: 3438.977783 Iteration 17Q: 3 clusters Score -155537.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -155555.968750 Penalty: 3438.977783 Iteration 18Q: 3 clusters Score -155556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -155572.656250 Penalty: 3438.977783 Iteration 19Q: 3 clusters Score -155572.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -155582.609375 Penalty: 3438.977783 Iteration 20F: 3 clusters Score -155582.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -155606.250000 Penalty: 3438.977783 Iteration 21Q: 3 clusters Score -155606.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -155626.484375 Penalty: 3438.977783 Iteration 22Q: 3 clusters Score -155626.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -155635.453125 Penalty: 3438.977783 Iteration 23Q: 3 clusters Score -155635.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -155644.718750 Penalty: 3438.977783 Iteration 24Q: 3 clusters Score -155644.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -155644.718750 Penalty: 3438.977783 Iteration 25F: 3 clusters Score -155644.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (36741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36741 members Entering Unmasked Estep Score: -5777785.500000 Penalty: 2606.888672 Iteration 0F: 2 clusters Score -5777786 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 18333 members Entering Unmasked Estep Score: -5752709.500000 Penalty: 5213.777344 Iteration 0F: 3 clusters Score -5752710 nChanged 16741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18601 members Mstep: Class 2 contains 18140 members Entering Unmasked Estep Score: -5761955.500000 Penalty: 5213.777344 Iteration 1F: 3 clusters Score -5761956 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18779 members Mstep: Class 2 contains 17962 members Entering Unmasked Estep Score: -5762618.500000 Penalty: 5213.777344 Iteration 2Q: 3 clusters Score -5762618 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -5763423.000000 Penalty: 5213.777344 Iteration 3Q: 3 clusters Score -5763423 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19278 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -5764339.500000 Penalty: 5213.777344 Iteration 4F: 3 clusters Score -5764340 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -5765426.000000 Penalty: 5213.777344 Iteration 5F: 3 clusters Score -5765426 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20284 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -5766669.500000 Penalty: 5213.777344 Iteration 6F: 3 clusters Score -5766670 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20961 members Mstep: Class 2 contains 15780 members Entering Unmasked Estep Score: -5767834.500000 Penalty: 5213.777344 Iteration 7F: 3 clusters Score -5767834 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21822 members Mstep: Class 2 contains 14919 members Entering Unmasked Estep Score: -5768820.500000 Penalty: 5213.777344 Iteration 8F: 3 clusters Score -5768820 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22825 members Mstep: Class 2 contains 13916 members Entering Unmasked Estep Score: -5769687.500000 Penalty: 5213.777344 Iteration 9Q: 3 clusters Score -5769688 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23873 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -5770357.500000 Penalty: 5213.777344 Iteration 10Q: 3 clusters Score -5770358 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24976 members Mstep: Class 2 contains 11765 members Entering Unmasked Estep Score: -5770989.000000 Penalty: 5213.777344 Iteration 11Q: 3 clusters Score -5770989 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26114 members Mstep: Class 2 contains 10627 members Entering Unmasked Estep Score: -5771639.500000 Penalty: 5213.777344 Iteration 12Q: 3 clusters Score -5771640 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27289 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -5772299.000000 Penalty: 5213.777344 Iteration 13Q: 3 clusters Score -5772299 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28452 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -5772940.500000 Penalty: 5213.777344 Iteration 14Q: 3 clusters Score -5772940 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29500 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -5773531.000000 Penalty: 5213.777344 Iteration 15Q: 3 clusters Score -5773531 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30444 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -5774021.000000 Penalty: 5213.777344 Iteration 16Q: 3 clusters Score -5774021 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31216 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -5774373.500000 Penalty: 5213.777344 Iteration 17Q: 3 clusters Score -5774374 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31849 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -5774637.500000 Penalty: 5213.777344 Iteration 18Q: 3 clusters Score -5774638 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32393 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -5774850.500000 Penalty: 5213.777344 Iteration 19Q: 3 clusters Score -5774850 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32846 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -5775026.000000 Penalty: 5213.777344 Iteration 20F: 3 clusters Score -5775026 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33270 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -5775204.500000 Penalty: 5213.777344 Iteration 21Q: 3 clusters Score -5775204 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33633 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -5775336.500000 Penalty: 5213.777344 Iteration 22Q: 3 clusters Score -5775336 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33936 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -5775459.500000 Penalty: 5213.777344 Iteration 23Q: 3 clusters Score -5775460 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34181 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -5775537.500000 Penalty: 5213.777344 Iteration 24Q: 3 clusters Score -5775538 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34380 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -5775624.500000 Penalty: 5213.777344 Iteration 25Q: 3 clusters Score -5775624 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34555 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -5775694.000000 Penalty: 5213.777344 Iteration 26Q: 3 clusters Score -5775694 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34700 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -5775765.000000 Penalty: 5213.777344 Iteration 27Q: 3 clusters Score -5775765 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34838 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -5775838.000000 Penalty: 5213.777344 Iteration 28Q: 3 clusters Score -5775838 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34964 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -5775898.000000 Penalty: 5213.777344 Iteration 29Q: 3 clusters Score -5775898 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35065 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -5775953.500000 Penalty: 5213.777344 Iteration 30Q: 3 clusters Score -5775954 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35134 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -5775990.500000 Penalty: 5213.777344 Iteration 31Q: 3 clusters Score -5775990 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35196 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -5776017.500000 Penalty: 5213.777344 Iteration 32Q: 3 clusters Score -5776018 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35248 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -5776031.500000 Penalty: 5213.777344 Iteration 33Q: 3 clusters Score -5776032 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35292 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -5776063.500000 Penalty: 5213.777344 Iteration 34Q: 3 clusters Score -5776064 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35340 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -5776085.000000 Penalty: 5213.777344 Iteration 35Q: 3 clusters Score -5776085 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35372 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -5776095.000000 Penalty: 5213.777344 Iteration 36Q: 3 clusters Score -5776095 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35401 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -5776126.500000 Penalty: 5213.777344 Iteration 37Q: 3 clusters Score -5776126 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35424 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -5776129.500000 Penalty: 5213.777344 Iteration 38Q: 3 clusters Score -5776130 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35443 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -5776141.000000 Penalty: 5213.777344 Iteration 39Q: 3 clusters Score -5776141 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35450 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -5776145.500000 Penalty: 5213.777344 Iteration 40F: 3 clusters Score -5776146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35465 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -5776164.000000 Penalty: 5213.777344 Iteration 41Q: 3 clusters Score -5776164 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35476 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -5776174.500000 Penalty: 5213.777344 Iteration 42Q: 3 clusters Score -5776174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35486 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -5776169.000000 Penalty: 5213.777344 Iteration 43Q: 3 clusters Score -5776169 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -5776177.500000 Penalty: 5213.777344 Iteration 44Q: 3 clusters Score -5776178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35498 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -5776178.000000 Penalty: 5213.777344 Iteration 45Q: 3 clusters Score -5776178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35502 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -5776186.500000 Penalty: 5213.777344 Iteration 46Q: 3 clusters Score -5776186 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35510 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -5776193.500000 Penalty: 5213.777344 Iteration 47Q: 3 clusters Score -5776194 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -5776199.500000 Penalty: 5213.777344 Iteration 48Q: 3 clusters Score -5776200 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -5776189.500000 Penalty: 5213.777344 Iteration 49Q: 3 clusters Score -5776190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35514 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -5776194.500000 Penalty: 5213.777344 Iteration 50Q: 3 clusters Score -5776194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35518 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -5776195.500000 Penalty: 5213.777344 Iteration 51Q: 3 clusters Score -5776196 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35521 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -5776184.500000 Penalty: 5213.777344 Iteration 52Q: 3 clusters Score -5776184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35525 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -5776193.000000 Penalty: 5213.777344 Iteration 53Q: 3 clusters Score -5776193 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35532 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -5776201.000000 Penalty: 5213.777344 Iteration 54Q: 3 clusters Score -5776201 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35538 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -5776202.500000 Penalty: 5213.777344 Iteration 55Q: 3 clusters Score -5776202 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35543 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -5776210.500000 Penalty: 5213.777344 Iteration 56Q: 3 clusters Score -5776210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35549 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -5776214.000000 Penalty: 5213.777344 Iteration 57Q: 3 clusters Score -5776214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35551 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -5776211.000000 Penalty: 5213.777344 Iteration 58Q: 3 clusters Score -5776211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35552 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -5776213.500000 Penalty: 5213.777344 Iteration 59Q: 3 clusters Score -5776214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35554 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -5776210.500000 Penalty: 5213.777344 Iteration 60F: 3 clusters Score -5776210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35556 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -5776211.000000 Penalty: 5213.777344 Iteration 61Q: 3 clusters Score -5776211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35556 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -5776209.000000 Penalty: 5213.777344 Iteration 62Q: 3 clusters Score -5776209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35558 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -5776204.000000 Penalty: 5213.777344 Iteration 63Q: 3 clusters Score -5776204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35563 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -5776206.000000 Penalty: 5213.777344 Iteration 64Q: 3 clusters Score -5776206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35565 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -5776206.000000 Penalty: 5213.777344 Iteration 65Q: 3 clusters Score -5776206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35567 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -5776205.500000 Penalty: 5213.777344 Iteration 66Q: 3 clusters Score -5776206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35568 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -5776199.000000 Penalty: 5213.777344 Iteration 67Q: 3 clusters Score -5776199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35570 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -5776204.500000 Penalty: 5213.777344 Iteration 68Q: 3 clusters Score -5776204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35572 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -5776204.500000 Penalty: 5213.777344 Iteration 69Q: 3 clusters Score -5776204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35571 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -5776208.500000 Penalty: 5213.777344 Iteration 70Q: 3 clusters Score -5776208 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35571 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -5776208.500000 Penalty: 5213.777344 Iteration 71F: 3 clusters Score -5776208 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (74294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74294 members Entering Unmasked Estep Score: -11802519.000000 Penalty: 2781.514648 Iteration 0F: 2 clusters Score -1.180252e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36932 members Mstep: Class 2 contains 37362 members Entering Unmasked Estep Score: -11752967.000000 Penalty: 5563.029297 Iteration 0F: 3 clusters Score -1.175297e+07 nChanged 34761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34367 members Mstep: Class 2 contains 39927 members Entering Unmasked Estep Score: -11772737.000000 Penalty: 5563.029297 Iteration 1F: 3 clusters Score -1.177274e+07 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32575 members Mstep: Class 2 contains 41719 members Entering Unmasked Estep Score: -11773794.000000 Penalty: 5563.029297 Iteration 2Q: 3 clusters Score -1.177379e+07 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29868 members Mstep: Class 2 contains 44426 members Entering Unmasked Estep Score: -11775704.000000 Penalty: 5563.029297 Iteration 3F: 3 clusters Score -1.17757e+07 nChanged 4519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26081 members Mstep: Class 2 contains 48213 members Entering Unmasked Estep Score: -11778434.000000 Penalty: 5563.029297 Iteration 4F: 3 clusters Score -1.177843e+07 nChanged 5419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21230 members Mstep: Class 2 contains 53064 members Entering Unmasked Estep Score: -11782544.000000 Penalty: 5563.029297 Iteration 5F: 3 clusters Score -1.178254e+07 nChanged 5870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 58540 members Entering Unmasked Estep Score: -11787679.000000 Penalty: 5563.029297 Iteration 6F: 3 clusters Score -1.178768e+07 nChanged 5451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 63695 members Entering Unmasked Estep Score: -11792453.000000 Penalty: 5563.029297 Iteration 7F: 3 clusters Score -1.179245e+07 nChanged 3991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 67546 members Entering Unmasked Estep Score: -11795929.000000 Penalty: 5563.029297 Iteration 8F: 3 clusters Score -1.179593e+07 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 70049 members Entering Unmasked Estep Score: -11798032.000000 Penalty: 5563.029297 Iteration 9Q: 3 clusters Score -1.179803e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 71479 members Entering Unmasked Estep Score: -11799152.000000 Penalty: 5563.029297 Iteration 10Q: 3 clusters Score -1.179915e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 72249 members Entering Unmasked Estep Score: -11799710.000000 Penalty: 5563.029297 Iteration 11Q: 3 clusters Score -1.179971e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 72669 members Entering Unmasked Estep Score: -11799988.000000 Penalty: 5563.029297 Iteration 12Q: 3 clusters Score -1.179999e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 72905 members Entering Unmasked Estep Score: -11800139.000000 Penalty: 5563.029297 Iteration 13Q: 3 clusters Score -1.180014e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 73054 members Entering Unmasked Estep Score: -11800235.000000 Penalty: 5563.029297 Iteration 14Q: 3 clusters Score -1.180024e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 73154 members Entering Unmasked Estep Score: -11800332.000000 Penalty: 5563.029297 Iteration 15Q: 3 clusters Score -1.180033e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 73218 members Entering Unmasked Estep Score: -11800382.000000 Penalty: 5563.029297 Iteration 16Q: 3 clusters Score -1.180038e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 73254 members Entering Unmasked Estep Score: -11800414.000000 Penalty: 5563.029297 Iteration 17Q: 3 clusters Score -1.180041e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 73280 members Entering Unmasked Estep Score: -11800437.000000 Penalty: 5563.029297 Iteration 18Q: 3 clusters Score -1.180044e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 73305 members Entering Unmasked Estep Score: -11800448.000000 Penalty: 5563.029297 Iteration 19Q: 3 clusters Score -1.180045e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 73321 members Entering Unmasked Estep Score: -11800476.000000 Penalty: 5563.029297 Iteration 20F: 3 clusters Score -1.180048e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 73332 members Entering Unmasked Estep Score: -11800489.000000 Penalty: 5563.029297 Iteration 21Q: 3 clusters Score -1.180049e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 73351 members Entering Unmasked Estep Score: -11800509.000000 Penalty: 5563.029297 Iteration 22Q: 3 clusters Score -1.180051e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73362 members Entering Unmasked Estep Score: -11800513.000000 Penalty: 5563.029297 Iteration 23Q: 3 clusters Score -1.180051e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 73370 members Entering Unmasked Estep Score: -11800507.000000 Penalty: 5563.029297 Iteration 24Q: 3 clusters Score -1.180051e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 73377 members Entering Unmasked Estep Score: -11800499.000000 Penalty: 5563.029297 Iteration 25Q: 3 clusters Score -1.18005e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 73382 members Entering Unmasked Estep Score: -11800507.000000 Penalty: 5563.029297 Iteration 26Q: 3 clusters Score -1.180051e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 73390 members Entering Unmasked Estep Score: -11800513.000000 Penalty: 5563.029297 Iteration 27Q: 3 clusters Score -1.180051e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 73398 members Entering Unmasked Estep Score: -11800527.000000 Penalty: 5563.029297 Iteration 28Q: 3 clusters Score -1.180053e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 73408 members Entering Unmasked Estep Score: -11800525.000000 Penalty: 5563.029297 Iteration 29Q: 3 clusters Score -1.180052e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 73413 members Entering Unmasked Estep Score: -11800525.000000 Penalty: 5563.029297 Iteration 30Q: 3 clusters Score -1.180052e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 73417 members Entering Unmasked Estep Score: -11800534.000000 Penalty: 5563.029297 Iteration 31Q: 3 clusters Score -1.180053e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 73425 members Entering Unmasked Estep Score: -11800556.000000 Penalty: 5563.029297 Iteration 32Q: 3 clusters Score -1.180056e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 73424 members Entering Unmasked Estep Score: -11800581.000000 Penalty: 5563.029297 Iteration 33Q: 3 clusters Score -1.180058e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 73420 members Entering Unmasked Estep Score: -11800582.000000 Penalty: 5563.029297 Iteration 34Q: 3 clusters Score -1.180058e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 73416 members Entering Unmasked Estep Score: -11800584.000000 Penalty: 5563.029297 Iteration 35Q: 3 clusters Score -1.180058e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 73414 members Entering Unmasked Estep Score: -11800600.000000 Penalty: 5563.029297 Iteration 36Q: 3 clusters Score -1.18006e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 73413 members Entering Unmasked Estep Score: -11800602.000000 Penalty: 5563.029297 Iteration 37Q: 3 clusters Score -1.18006e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 73414 members Entering Unmasked Estep Score: -11800587.000000 Penalty: 5563.029297 Iteration 38Q: 3 clusters Score -1.180059e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 73415 members Entering Unmasked Estep Score: -11800593.000000 Penalty: 5563.029297 Iteration 39Q: 3 clusters Score -1.180059e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 73416 members Entering Unmasked Estep Score: -11800606.000000 Penalty: 5563.029297 Iteration 40F: 3 clusters Score -1.180061e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 73417 members Entering Unmasked Estep Score: -11800623.000000 Penalty: 5563.029297 Iteration 41Q: 3 clusters Score -1.180062e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 73418 members Entering Unmasked Estep Score: -11800618.000000 Penalty: 5563.029297 Iteration 42Q: 3 clusters Score -1.180062e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 73420 members Entering Unmasked Estep Score: -11800625.000000 Penalty: 5563.029297 Iteration 43Q: 3 clusters Score -1.180062e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 73419 members Entering Unmasked Estep Score: -11800633.000000 Penalty: 5563.029297 Iteration 44Q: 3 clusters Score -1.180063e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 73416 members Entering Unmasked Estep Score: -11800635.000000 Penalty: 5563.029297 Iteration 45Q: 3 clusters Score -1.180064e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 73417 members Entering Unmasked Estep Score: -11800632.000000 Penalty: 5563.029297 Iteration 46Q: 3 clusters Score -1.180063e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 73417 members Entering Unmasked Estep Score: -11800623.000000 Penalty: 5563.029297 Iteration 47Q: 3 clusters Score -1.180062e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 73413 members Entering Unmasked Estep Score: -11800630.000000 Penalty: 5563.029297 Iteration 48Q: 3 clusters Score -1.180063e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 73411 members Entering Unmasked Estep Score: -11800624.000000 Penalty: 5563.029297 Iteration 49Q: 3 clusters Score -1.180062e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 73411 members Entering Unmasked Estep Score: -11800624.000000 Penalty: 5563.029297 Iteration 50F: 3 clusters Score -1.180062e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -269529.437500 Penalty: 1846.897705 Iteration 0F: 2 clusters Score -269529.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -267160.718750 Penalty: 3693.795410 Iteration 0F: 3 clusters Score -267160.7 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -267642.156250 Penalty: 3693.795410 Iteration 1F: 3 clusters Score -267642.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -267804.531250 Penalty: 3693.795410 Iteration 2F: 3 clusters Score -267804.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -267937.625000 Penalty: 3693.795410 Iteration 3F: 3 clusters Score -267937.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -268063.656250 Penalty: 3693.795410 Iteration 4Q: 3 clusters Score -268063.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -268151.781250 Penalty: 3693.795410 Iteration 5Q: 3 clusters Score -268151.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -268215.343750 Penalty: 3693.795410 Iteration 6Q: 3 clusters Score -268215.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -268260.781250 Penalty: 3693.795410 Iteration 7Q: 3 clusters Score -268260.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -268298.656250 Penalty: 3693.795410 Iteration 8Q: 3 clusters Score -268298.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -268346.281250 Penalty: 3693.795410 Iteration 9Q: 3 clusters Score -268346.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -268378.125000 Penalty: 3693.795410 Iteration 10Q: 3 clusters Score -268378.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -268409.593750 Penalty: 3693.795410 Iteration 11Q: 3 clusters Score -268409.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -268425.937500 Penalty: 3693.795410 Iteration 12Q: 3 clusters Score -268425.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -268438.625000 Penalty: 3693.795410 Iteration 13Q: 3 clusters Score -268438.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -268446.406250 Penalty: 3693.795410 Iteration 14Q: 3 clusters Score -268446.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -268453.750000 Penalty: 3693.795410 Iteration 15Q: 3 clusters Score -268453.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -268460.531250 Penalty: 3693.795410 Iteration 16Q: 3 clusters Score -268460.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -268470.843750 Penalty: 3693.795410 Iteration 17Q: 3 clusters Score -268470.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -268474.343750 Penalty: 3693.795410 Iteration 18Q: 3 clusters Score -268474.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -268477.500000 Penalty: 3693.795410 Iteration 19Q: 3 clusters Score -268477.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -268479.531250 Penalty: 3693.795410 Iteration 20F: 3 clusters Score -268479.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -268480.718750 Penalty: 3693.795410 Iteration 21Q: 3 clusters Score -268480.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -268482.968750 Penalty: 3693.795410 Iteration 22Q: 3 clusters Score -268483 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -268482.968750 Penalty: 3693.795410 Iteration 23F: 3 clusters Score -268483 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (97120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97120 members Entering Unmasked Estep Score: -16252795.000000 Penalty: 2847.958252 Iteration 0F: 2 clusters Score -1.62528e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48474 members Mstep: Class 2 contains 48646 members Entering Unmasked Estep Score: -16199886.000000 Penalty: 5695.916504 Iteration 0F: 3 clusters Score -1.619989e+07 nChanged 45914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46962 members Mstep: Class 2 contains 50158 members Entering Unmasked Estep Score: -16225858.000000 Penalty: 5695.916504 Iteration 1F: 3 clusters Score -1.622586e+07 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45907 members Mstep: Class 2 contains 51213 members Entering Unmasked Estep Score: -16226555.000000 Penalty: 5695.916504 Iteration 2Q: 3 clusters Score -1.622656e+07 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44403 members Mstep: Class 2 contains 52717 members Entering Unmasked Estep Score: -16227455.000000 Penalty: 5695.916504 Iteration 3Q: 3 clusters Score -1.622746e+07 nChanged 3837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42210 members Mstep: Class 2 contains 54910 members Entering Unmasked Estep Score: -16228757.000000 Penalty: 5695.916504 Iteration 4Q: 3 clusters Score -1.622876e+07 nChanged 4688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39010 members Mstep: Class 2 contains 58110 members Entering Unmasked Estep Score: -16230662.000000 Penalty: 5695.916504 Iteration 5Q: 3 clusters Score -1.623066e+07 nChanged 5722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34822 members Mstep: Class 2 contains 62298 members Entering Unmasked Estep Score: -16233447.000000 Penalty: 5695.916504 Iteration 6F: 3 clusters Score -1.623345e+07 nChanged 6413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 67369 members Entering Unmasked Estep Score: -16236990.000000 Penalty: 5695.916504 Iteration 7F: 3 clusters Score -1.623699e+07 nChanged 6541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24294 members Mstep: Class 2 contains 72826 members Entering Unmasked Estep Score: -16240737.000000 Penalty: 5695.916504 Iteration 8F: 3 clusters Score -1.624074e+07 nChanged 5885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19217 members Mstep: Class 2 contains 77903 members Entering Unmasked Estep Score: -16243889.000000 Penalty: 5695.916504 Iteration 9F: 3 clusters Score -1.624389e+07 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 82111 members Entering Unmasked Estep Score: -16246275.000000 Penalty: 5695.916504 Iteration 10Q: 3 clusters Score -1.624628e+07 nChanged 3587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11750 members Mstep: Class 2 contains 85370 members Entering Unmasked Estep Score: -16247877.000000 Penalty: 5695.916504 Iteration 11Q: 3 clusters Score -1.624788e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 87602 members Entering Unmasked Estep Score: -16249068.000000 Penalty: 5695.916504 Iteration 12Q: 3 clusters Score -1.624907e+07 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 89154 members Entering Unmasked Estep Score: -16249917.000000 Penalty: 5695.916504 Iteration 13Q: 3 clusters Score -1.624992e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 90328 members Entering Unmasked Estep Score: -16250404.000000 Penalty: 5695.916504 Iteration 14Q: 3 clusters Score -1.62504e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 91254 members Entering Unmasked Estep Score: -16250749.000000 Penalty: 5695.916504 Iteration 15Q: 3 clusters Score -1.625075e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 91967 members Entering Unmasked Estep Score: -16250910.000000 Penalty: 5695.916504 Iteration 16Q: 3 clusters Score -1.625091e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 92599 members Entering Unmasked Estep Score: -16251034.000000 Penalty: 5695.916504 Iteration 17Q: 3 clusters Score -1.625103e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 93117 members Entering Unmasked Estep Score: -16251084.000000 Penalty: 5695.916504 Iteration 18Q: 3 clusters Score -1.625108e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 93554 members Entering Unmasked Estep Score: -16251125.000000 Penalty: 5695.916504 Iteration 19Q: 3 clusters Score -1.625112e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 93904 members Entering Unmasked Estep Score: -16251135.000000 Penalty: 5695.916504 Iteration 20F: 3 clusters Score -1.625114e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 94201 members Entering Unmasked Estep Score: -16251135.000000 Penalty: 5695.916504 Iteration 21Q: 3 clusters Score -1.625114e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 94464 members Entering Unmasked Estep Score: -16251094.000000 Penalty: 5695.916504 Iteration 22Q: 3 clusters Score -1.625109e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 94673 members Entering Unmasked Estep Score: -16251117.000000 Penalty: 5695.916504 Iteration 23Q: 3 clusters Score -1.625112e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 94854 members Entering Unmasked Estep Score: -16251075.000000 Penalty: 5695.916504 Iteration 24Q: 3 clusters Score -1.625108e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 95021 members Entering Unmasked Estep Score: -16251073.000000 Penalty: 5695.916504 Iteration 25Q: 3 clusters Score -1.625107e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 95157 members Entering Unmasked Estep Score: -16251081.000000 Penalty: 5695.916504 Iteration 26Q: 3 clusters Score -1.625108e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 95269 members Entering Unmasked Estep Score: -16251093.000000 Penalty: 5695.916504 Iteration 27Q: 3 clusters Score -1.625109e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 95377 members Entering Unmasked Estep Score: -16251082.000000 Penalty: 5695.916504 Iteration 28Q: 3 clusters Score -1.625108e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 95484 members Entering Unmasked Estep Score: -16251072.000000 Penalty: 5695.916504 Iteration 29Q: 3 clusters Score -1.625107e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 95576 members Entering Unmasked Estep Score: -16251058.000000 Penalty: 5695.916504 Iteration 30Q: 3 clusters Score -1.625106e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 95655 members Entering Unmasked Estep Score: -16251079.000000 Penalty: 5695.916504 Iteration 31Q: 3 clusters Score -1.625108e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 95723 members Entering Unmasked Estep Score: -16251079.000000 Penalty: 5695.916504 Iteration 32Q: 3 clusters Score -1.625108e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 95796 members Entering Unmasked Estep Score: -16251081.000000 Penalty: 5695.916504 Iteration 33Q: 3 clusters Score -1.625108e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 95865 members Entering Unmasked Estep Score: -16251156.000000 Penalty: 5695.916504 Iteration 34Q: 3 clusters Score -1.625116e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 95917 members Entering Unmasked Estep Score: -16251191.000000 Penalty: 5695.916504 Iteration 35Q: 3 clusters Score -1.625119e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 95955 members Entering Unmasked Estep Score: -16251234.000000 Penalty: 5695.916504 Iteration 36Q: 3 clusters Score -1.625123e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 95991 members Entering Unmasked Estep Score: -16251227.000000 Penalty: 5695.916504 Iteration 37Q: 3 clusters Score -1.625123e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 96025 members Entering Unmasked Estep Score: -16251262.000000 Penalty: 5695.916504 Iteration 38Q: 3 clusters Score -1.625126e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 96061 members Entering Unmasked Estep Score: -16251278.000000 Penalty: 5695.916504 Iteration 39Q: 3 clusters Score -1.625128e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96082 members Entering Unmasked Estep Score: -16251293.000000 Penalty: 5695.916504 Iteration 40F: 3 clusters Score -1.625129e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 96095 members Entering Unmasked Estep Score: -16251298.000000 Penalty: 5695.916504 Iteration 41Q: 3 clusters Score -1.62513e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 96110 members Entering Unmasked Estep Score: -16251315.000000 Penalty: 5695.916504 Iteration 42Q: 3 clusters Score -1.625132e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 96121 members Entering Unmasked Estep Score: -16251311.000000 Penalty: 5695.916504 Iteration 43Q: 3 clusters Score -1.625131e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 96133 members Entering Unmasked Estep Score: -16251331.000000 Penalty: 5695.916504 Iteration 44Q: 3 clusters Score -1.625133e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 96134 members Entering Unmasked Estep Score: -16251329.000000 Penalty: 5695.916504 Iteration 45Q: 3 clusters Score -1.625133e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 96130 members Entering Unmasked Estep Score: -16251331.000000 Penalty: 5695.916504 Iteration 46Q: 3 clusters Score -1.625133e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 96130 members Entering Unmasked Estep Score: -16251316.000000 Penalty: 5695.916504 Iteration 47Q: 3 clusters Score -1.625132e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 96129 members Entering Unmasked Estep Score: -16251327.000000 Penalty: 5695.916504 Iteration 48Q: 3 clusters Score -1.625133e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 96130 members Entering Unmasked Estep Score: -16251326.000000 Penalty: 5695.916504 Iteration 49Q: 3 clusters Score -1.625133e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 96131 members Entering Unmasked Estep Score: -16251338.000000 Penalty: 5695.916504 Iteration 50Q: 3 clusters Score -1.625134e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 96133 members Entering Unmasked Estep Score: -16251330.000000 Penalty: 5695.916504 Iteration 51Q: 3 clusters Score -1.625133e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 96133 members Entering Unmasked Estep Score: -16251332.000000 Penalty: 5695.916504 Iteration 52Q: 3 clusters Score -1.625133e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 96135 members Entering Unmasked Estep Score: -16251339.000000 Penalty: 5695.916504 Iteration 53Q: 3 clusters Score -1.625134e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 96137 members Entering Unmasked Estep Score: -16251329.000000 Penalty: 5695.916504 Iteration 54Q: 3 clusters Score -1.625133e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 96144 members Entering Unmasked Estep Score: -16251324.000000 Penalty: 5695.916504 Iteration 55Q: 3 clusters Score -1.625132e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 96152 members Entering Unmasked Estep Score: -16251346.000000 Penalty: 5695.916504 Iteration 56Q: 3 clusters Score -1.625135e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 96160 members Entering Unmasked Estep Score: -16251359.000000 Penalty: 5695.916504 Iteration 57Q: 3 clusters Score -1.625136e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 96161 members Entering Unmasked Estep Score: -16251347.000000 Penalty: 5695.916504 Iteration 58Q: 3 clusters Score -1.625135e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 96164 members Entering Unmasked Estep Score: -16251342.000000 Penalty: 5695.916504 Iteration 59Q: 3 clusters Score -1.625134e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 96166 members Entering Unmasked Estep Score: -16251335.000000 Penalty: 5695.916504 Iteration 60F: 3 clusters Score -1.625134e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 96167 members Entering Unmasked Estep Score: -16251337.000000 Penalty: 5695.916504 Iteration 61Q: 3 clusters Score -1.625134e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 96168 members Entering Unmasked Estep Score: -16251338.000000 Penalty: 5695.916504 Iteration 62Q: 3 clusters Score -1.625134e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 96169 members Entering Unmasked Estep Score: -16251333.000000 Penalty: 5695.916504 Iteration 63Q: 3 clusters Score -1.625133e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 96168 members Entering Unmasked Estep Score: -16251338.000000 Penalty: 5695.916504 Iteration 64Q: 3 clusters Score -1.625134e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 96168 members Entering Unmasked Estep Score: -16251338.000000 Penalty: 5695.916504 Iteration 65F: 3 clusters Score -1.625134e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Entering Unmasked Estep Score: -17510.955078 Penalty: 1383.773071 Iteration 0F: 2 clusters Score -17510.96 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 138 members Entering Unmasked Estep Score: -16620.876953 Penalty: 2767.546143 Iteration 0F: 3 clusters Score -16620.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -17237.617188 Penalty: 2767.546143 Iteration 1F: 3 clusters Score -17237.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -17940.759766 Penalty: 2767.546143 Iteration 2F: 3 clusters Score -17940.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18477.656250 Penalty: 2767.546143 Iteration 3F: 3 clusters Score -18477.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -18952.009766 Penalty: 2767.546143 Iteration 4Q: 3 clusters Score -18952.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -19032.394531 Penalty: 2767.546143 Iteration 5Q: 3 clusters Score -19032.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -19046.228516 Penalty: 2767.546143 Iteration 6Q: 3 clusters Score -19046.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -19053.763672 Penalty: 2767.546143 Iteration 7F: 3 clusters Score -19053.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -19112.980469 Penalty: 2767.546143 Iteration 8Q: 3 clusters Score -19112.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -19142.830078 Penalty: 2767.546143 Iteration 9Q: 3 clusters Score -19142.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -19142.830078 Penalty: 2767.546143 Iteration 10F: 3 clusters Score -19142.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 96 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 169 members Entering Unmasked Estep Score: -106697912.000000 Penalty: 93023.304688 Splitting cluster 26 changes total score from -106698216.000000 to -106697912.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -50677.296875 Penalty: 1457.678467 Iteration 0F: 2 clusters Score -50677.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -49366.281250 Penalty: 2915.356934 Iteration 0F: 3 clusters Score -49366.28 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -49496.558594 Penalty: 2915.356934 Iteration 1F: 3 clusters Score -49496.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -49561.492188 Penalty: 2915.356934 Iteration 2F: 3 clusters Score -49561.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -49615.230469 Penalty: 2915.356934 Iteration 3Q: 3 clusters Score -49615.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -49689.085938 Penalty: 2915.356934 Iteration 4Q: 3 clusters Score -49689.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -49780.468750 Penalty: 2915.356934 Iteration 5F: 3 clusters Score -49780.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -49895.191406 Penalty: 2915.356934 Iteration 6F: 3 clusters Score -49895.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -50065.484375 Penalty: 2915.356934 Iteration 7Q: 3 clusters Score -50065.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -50199.558594 Penalty: 2915.356934 Iteration 8Q: 3 clusters Score -50199.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -50278.046875 Penalty: 2915.356934 Iteration 9Q: 3 clusters Score -50278.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -50367.898438 Penalty: 2915.356934 Iteration 10Q: 3 clusters Score -50367.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -50413.898438 Penalty: 2915.356934 Iteration 11Q: 3 clusters Score -50413.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -50429.449219 Penalty: 2915.356934 Iteration 12Q: 3 clusters Score -50429.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -50441.816406 Penalty: 2915.356934 Iteration 13Q: 3 clusters Score -50441.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -50450.332031 Penalty: 2915.356934 Iteration 14Q: 3 clusters Score -50450.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -50450.332031 Penalty: 2915.356934 Iteration 15F: 3 clusters Score -50450.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72481 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74294 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698248.000000 Penalty: 89701.046875 Iteration 119Q: 28 clusters Score -1.066982e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72483 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41214 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74292 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698232.000000 Penalty: 89701.046875 Iteration 120F: 28 clusters Score -1.066982e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69635 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72486 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74292 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698232.000000 Penalty: 89701.046875 Iteration 121Q: 28 clusters Score -1.066982e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72485 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41213 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74291 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698200.000000 Penalty: 89701.046875 Iteration 122Q: 28 clusters Score -1.066982e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72486 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41213 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74290 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 123Q: 28 clusters Score -1.066982e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69637 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72486 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41213 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698232.000000 Penalty: 89701.046875 Iteration 124Q: 28 clusters Score -1.066982e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 125Q: 28 clusters Score -1.066982e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -106698216.000000 Penalty: 89701.046875 Iteration 126F: 28 clusters Score -1.066982e+08 nChanged 0 Entering ConstructFrom: Score: -106698216.000000 Penalty: 89701.046875 Entering ConstructFrom: Trying to split cluster 1 (2962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Entering Unmasked Estep Score: -479296.093750 Penalty: 1982.417725 Iteration 0F: 2 clusters Score -479296.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -476046.562500 Penalty: 3964.835449 Iteration 0F: 3 clusters Score -476046.6 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -476829.500000 Penalty: 3964.835449 Iteration 1F: 3 clusters Score -476829.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -477189.812500 Penalty: 3964.835449 Iteration 2F: 3 clusters Score -477189.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -477491.031250 Penalty: 3964.835449 Iteration 3F: 3 clusters Score -477491 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -477798.125000 Penalty: 3964.835449 Iteration 4F: 3 clusters Score -477798.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -478137.968750 Penalty: 3964.835449 Iteration 5F: 3 clusters Score -478138 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -478555.593750 Penalty: 3964.835449 Iteration 6F: 3 clusters Score -478555.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -479090.750000 Penalty: 3964.835449 Iteration 7F: 3 clusters Score -479090.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -479536.718750 Penalty: 3964.835449 Iteration 8Q: 3 clusters Score -479536.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -479793.937500 Penalty: 3964.835449 Iteration 9Q: 3 clusters Score -479793.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -479859.312500 Penalty: 3964.835449 Iteration 10Q: 3 clusters Score -479859.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -479869.125000 Penalty: 3964.835449 Iteration 11Q: 3 clusters Score -479869.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -479870.968750 Penalty: 3964.835449 Iteration 12Q: 3 clusters Score -479871 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -479870.968750 Penalty: 3964.835449 Iteration 13F: 3 clusters Score -479871 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 95169 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 1599 members Entering Unmasked Estep Score: -106697336.000000 Penalty: 93023.304688 Splitting cluster 1 changes total score from -106698216.000000 to -106697336.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (4384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Entering Unmasked Estep Score: -718937.187500 Penalty: 2079.657715 Iteration 0F: 2 clusters Score -718937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -714788.937500 Penalty: 4159.315430 Iteration 0F: 3 clusters Score -714788.9 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -715660.750000 Penalty: 4159.315430 Iteration 1F: 3 clusters Score -715660.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -715875.562500 Penalty: 4159.315430 Iteration 2F: 3 clusters Score -715875.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -716004.500000 Penalty: 4159.315430 Iteration 3F: 3 clusters Score -716004.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -716067.562500 Penalty: 4159.315430 Iteration 4Q: 3 clusters Score -716067.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -716119.500000 Penalty: 4159.315430 Iteration 5Q: 3 clusters Score -716119.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -716167.250000 Penalty: 4159.315430 Iteration 6Q: 3 clusters Score -716167.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -716196.687500 Penalty: 4159.315430 Iteration 7Q: 3 clusters Score -716196.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -716224.000000 Penalty: 4159.315430 Iteration 8Q: 3 clusters Score -716224 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -716255.937500 Penalty: 4159.315430 Iteration 9Q: 3 clusters Score -716255.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -716281.312500 Penalty: 4159.315430 Iteration 10Q: 3 clusters Score -716281.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -716317.875000 Penalty: 4159.315430 Iteration 11Q: 3 clusters Score -716317.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -716356.937500 Penalty: 4159.315430 Iteration 12Q: 3 clusters Score -716356.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -716398.750000 Penalty: 4159.315430 Iteration 13Q: 3 clusters Score -716398.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -716436.562500 Penalty: 4159.315430 Iteration 14Q: 3 clusters Score -716436.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -716468.125000 Penalty: 4159.315430 Iteration 15Q: 3 clusters Score -716468.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -716494.875000 Penalty: 4159.315430 Iteration 16Q: 3 clusters Score -716494.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -716518.812500 Penalty: 4159.315430 Iteration 17Q: 3 clusters Score -716518.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -716538.000000 Penalty: 4159.315430 Iteration 18Q: 3 clusters Score -716538 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -716554.312500 Penalty: 4159.315430 Iteration 19Q: 3 clusters Score -716554.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -716566.750000 Penalty: 4159.315430 Iteration 20F: 3 clusters Score -716566.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -716579.562500 Penalty: 4159.315430 Iteration 21Q: 3 clusters Score -716579.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -716595.312500 Penalty: 4159.315430 Iteration 22Q: 3 clusters Score -716595.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -716614.812500 Penalty: 4159.315430 Iteration 23Q: 3 clusters Score -716614.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -716640.500000 Penalty: 4159.315430 Iteration 24Q: 3 clusters Score -716640.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -716671.937500 Penalty: 4159.315430 Iteration 25Q: 3 clusters Score -716671.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -716696.812500 Penalty: 4159.315430 Iteration 26Q: 3 clusters Score -716696.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -716722.000000 Penalty: 4159.315430 Iteration 27Q: 3 clusters Score -716722 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -716750.062500 Penalty: 4159.315430 Iteration 28Q: 3 clusters Score -716750.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -716787.875000 Penalty: 4159.315430 Iteration 29Q: 3 clusters Score -716787.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -716824.375000 Penalty: 4159.315430 Iteration 30Q: 3 clusters Score -716824.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -716854.500000 Penalty: 4159.315430 Iteration 31Q: 3 clusters Score -716854.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -716875.875000 Penalty: 4159.315430 Iteration 32Q: 3 clusters Score -716875.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -716896.437500 Penalty: 4159.315430 Iteration 33Q: 3 clusters Score -716896.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -716919.437500 Penalty: 4159.315430 Iteration 34Q: 3 clusters Score -716919.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -716938.937500 Penalty: 4159.315430 Iteration 35Q: 3 clusters Score -716938.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -716954.625000 Penalty: 4159.315430 Iteration 36Q: 3 clusters Score -716954.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -716975.375000 Penalty: 4159.315430 Iteration 37Q: 3 clusters Score -716975.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -716996.875000 Penalty: 4159.315430 Iteration 38Q: 3 clusters Score -716996.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -717016.062500 Penalty: 4159.315430 Iteration 39Q: 3 clusters Score -717016.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -717040.500000 Penalty: 4159.315430 Iteration 40F: 3 clusters Score -717040.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -717054.937500 Penalty: 4159.315430 Iteration 41Q: 3 clusters Score -717054.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -717071.875000 Penalty: 4159.315430 Iteration 42Q: 3 clusters Score -717071.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -717083.812500 Penalty: 4159.315430 Iteration 43Q: 3 clusters Score -717083.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -717093.062500 Penalty: 4159.315430 Iteration 44Q: 3 clusters Score -717093.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -717098.062500 Penalty: 4159.315430 Iteration 45Q: 3 clusters Score -717098.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -717105.500000 Penalty: 4159.315430 Iteration 46Q: 3 clusters Score -717105.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -717113.125000 Penalty: 4159.315430 Iteration 47Q: 3 clusters Score -717113.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -717120.750000 Penalty: 4159.315430 Iteration 48Q: 3 clusters Score -717120.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -717129.750000 Penalty: 4159.315430 Iteration 49Q: 3 clusters Score -717129.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -717134.125000 Penalty: 4159.315430 Iteration 50Q: 3 clusters Score -717134.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -717140.875000 Penalty: 4159.315430 Iteration 51Q: 3 clusters Score -717140.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -717141.750000 Penalty: 4159.315430 Iteration 52Q: 3 clusters Score -717141.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -717142.312500 Penalty: 4159.315430 Iteration 53Q: 3 clusters Score -717142.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -717142.312500 Penalty: 4159.315430 Iteration 54F: 3 clusters Score -717142.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Entering Unmasked Estep Score: -1041663.187500 Penalty: 2175.684082 Iteration 0F: 2 clusters Score -1041663 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1036221.125000 Penalty: 4351.368164 Iteration 0F: 3 clusters Score -1036221 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1037651.000000 Penalty: 4351.368164 Iteration 1F: 3 clusters Score -1037651 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -1037983.750000 Penalty: 4351.368164 Iteration 2F: 3 clusters Score -1037984 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1038256.062500 Penalty: 4351.368164 Iteration 3F: 3 clusters Score -1038256 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -1038523.937500 Penalty: 4351.368164 Iteration 4F: 3 clusters Score -1038524 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1038788.812500 Penalty: 4351.368164 Iteration 5F: 3 clusters Score -1038789 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1039054.937500 Penalty: 4351.368164 Iteration 6F: 3 clusters Score -1039055 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1039308.562500 Penalty: 4351.368164 Iteration 7F: 3 clusters Score -1039309 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1039539.562500 Penalty: 4351.368164 Iteration 8Q: 3 clusters Score -1039540 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1039750.562500 Penalty: 4351.368164 Iteration 9Q: 3 clusters Score -1039751 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1039892.000000 Penalty: 4351.368164 Iteration 10Q: 3 clusters Score -1039892 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1040001.062500 Penalty: 4351.368164 Iteration 11Q: 3 clusters Score -1040001 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1040087.625000 Penalty: 4351.368164 Iteration 12Q: 3 clusters Score -1040088 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1040150.312500 Penalty: 4351.368164 Iteration 13Q: 3 clusters Score -1040150 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1040200.750000 Penalty: 4351.368164 Iteration 14Q: 3 clusters Score -1040201 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1040229.312500 Penalty: 4351.368164 Iteration 15Q: 3 clusters Score -1040229 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1040251.000000 Penalty: 4351.368164 Iteration 16Q: 3 clusters Score -1040251 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1040269.000000 Penalty: 4351.368164 Iteration 17Q: 3 clusters Score -1040269 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1040284.812500 Penalty: 4351.368164 Iteration 18Q: 3 clusters Score -1040285 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1040301.437500 Penalty: 4351.368164 Iteration 19Q: 3 clusters Score -1040301 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1040310.812500 Penalty: 4351.368164 Iteration 20F: 3 clusters Score -1040311 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1040326.812500 Penalty: 4351.368164 Iteration 21Q: 3 clusters Score -1040327 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1040343.500000 Penalty: 4351.368164 Iteration 22Q: 3 clusters Score -1040344 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1040363.000000 Penalty: 4351.368164 Iteration 23Q: 3 clusters Score -1040363 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1040394.937500 Penalty: 4351.368164 Iteration 24Q: 3 clusters Score -1040395 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1040432.875000 Penalty: 4351.368164 Iteration 25Q: 3 clusters Score -1040433 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1040454.250000 Penalty: 4351.368164 Iteration 26Q: 3 clusters Score -1040454 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1040477.812500 Penalty: 4351.368164 Iteration 27Q: 3 clusters Score -1040478 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1040508.375000 Penalty: 4351.368164 Iteration 28Q: 3 clusters Score -1040508 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1040538.062500 Penalty: 4351.368164 Iteration 29Q: 3 clusters Score -1040538 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1040565.125000 Penalty: 4351.368164 Iteration 30Q: 3 clusters Score -1040565 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1040578.250000 Penalty: 4351.368164 Iteration 31Q: 3 clusters Score -1040578 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1040582.937500 Penalty: 4351.368164 Iteration 32Q: 3 clusters Score -1040583 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1040589.250000 Penalty: 4351.368164 Iteration 33Q: 3 clusters Score -1040589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1040588.812500 Penalty: 4351.368164 Iteration 34Q: 3 clusters Score -1040589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1040590.375000 Penalty: 4351.368164 Iteration 35Q: 3 clusters Score -1040590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1040591.062500 Penalty: 4351.368164 Iteration 36Q: 3 clusters Score -1040591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1040590.687500 Penalty: 4351.368164 Iteration 37Q: 3 clusters Score -1040591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1040591.687500 Penalty: 4351.368164 Iteration 38Q: 3 clusters Score -1040592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1040591.687500 Penalty: 4351.368164 Iteration 39F: 3 clusters Score -1040592 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (69636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69636 members Entering Unmasked Estep Score: -11643094.000000 Penalty: 2765.457275 Iteration 0F: 2 clusters Score -1.164309e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 34982 members Entering Unmasked Estep Score: -11599097.000000 Penalty: 5530.914551 Iteration 0F: 3 clusters Score -1.15991e+07 nChanged 32768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33444 members Mstep: Class 2 contains 36192 members Entering Unmasked Estep Score: -11617685.000000 Penalty: 5530.914551 Iteration 1F: 3 clusters Score -1.161768e+07 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32442 members Mstep: Class 2 contains 37194 members Entering Unmasked Estep Score: -11618459.000000 Penalty: 5530.914551 Iteration 2Q: 3 clusters Score -1.161846e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30969 members Mstep: Class 2 contains 38667 members Entering Unmasked Estep Score: -11619254.000000 Penalty: 5530.914551 Iteration 3Q: 3 clusters Score -1.161925e+07 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28930 members Mstep: Class 2 contains 40706 members Entering Unmasked Estep Score: -11620271.000000 Penalty: 5530.914551 Iteration 4Q: 3 clusters Score -1.162027e+07 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26144 members Mstep: Class 2 contains 43492 members Entering Unmasked Estep Score: -11621879.000000 Penalty: 5530.914551 Iteration 5Q: 3 clusters Score -1.162188e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22304 members Mstep: Class 2 contains 47332 members Entering Unmasked Estep Score: -11624176.000000 Penalty: 5530.914551 Iteration 6F: 3 clusters Score -1.162418e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 52081 members Entering Unmasked Estep Score: -11627548.000000 Penalty: 5530.914551 Iteration 7F: 3 clusters Score -1.162755e+07 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 57451 members Entering Unmasked Estep Score: -11631518.000000 Penalty: 5530.914551 Iteration 8F: 3 clusters Score -1.163152e+07 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 62199 members Entering Unmasked Estep Score: -11635112.000000 Penalty: 5530.914551 Iteration 9F: 3 clusters Score -1.163511e+07 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 65464 members Entering Unmasked Estep Score: -11637464.000000 Penalty: 5530.914551 Iteration 10Q: 3 clusters Score -1.163746e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 67391 members Entering Unmasked Estep Score: -11638916.000000 Penalty: 5530.914551 Iteration 11Q: 3 clusters Score -1.163892e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 68361 members Entering Unmasked Estep Score: -11639768.000000 Penalty: 5530.914551 Iteration 12Q: 3 clusters Score -1.163977e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 68794 members Entering Unmasked Estep Score: -11640151.000000 Penalty: 5530.914551 Iteration 13Q: 3 clusters Score -1.164015e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 69000 members Entering Unmasked Estep Score: -11640356.000000 Penalty: 5530.914551 Iteration 14Q: 3 clusters Score -1.164036e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 69098 members Entering Unmasked Estep Score: -11640505.000000 Penalty: 5530.914551 Iteration 15Q: 3 clusters Score -1.16405e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 69151 members Entering Unmasked Estep Score: -11640576.000000 Penalty: 5530.914551 Iteration 16Q: 3 clusters Score -1.164058e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 69180 members Entering Unmasked Estep Score: -11640604.000000 Penalty: 5530.914551 Iteration 17Q: 3 clusters Score -1.16406e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 69189 members Entering Unmasked Estep Score: -11640643.000000 Penalty: 5530.914551 Iteration 18Q: 3 clusters Score -1.164064e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 69199 members Entering Unmasked Estep Score: -11640660.000000 Penalty: 5530.914551 Iteration 19Q: 3 clusters Score -1.164066e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 69207 members Entering Unmasked Estep Score: -11640666.000000 Penalty: 5530.914551 Iteration 20F: 3 clusters Score -1.164067e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 69213 members Entering Unmasked Estep Score: -11640673.000000 Penalty: 5530.914551 Iteration 21Q: 3 clusters Score -1.164067e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 69225 members Entering Unmasked Estep Score: -11640684.000000 Penalty: 5530.914551 Iteration 22Q: 3 clusters Score -1.164068e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 69230 members Entering Unmasked Estep Score: -11640710.000000 Penalty: 5530.914551 Iteration 23Q: 3 clusters Score -1.164071e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 69233 members Entering Unmasked Estep Score: -11640714.000000 Penalty: 5530.914551 Iteration 24Q: 3 clusters Score -1.164071e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 69236 members Entering Unmasked Estep Score: -11640717.000000 Penalty: 5530.914551 Iteration 25Q: 3 clusters Score -1.164072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 69238 members Entering Unmasked Estep Score: -11640721.000000 Penalty: 5530.914551 Iteration 26Q: 3 clusters Score -1.164072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 69239 members Entering Unmasked Estep Score: -11640724.000000 Penalty: 5530.914551 Iteration 27Q: 3 clusters Score -1.164072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 69241 members Entering Unmasked Estep Score: -11640738.000000 Penalty: 5530.914551 Iteration 28Q: 3 clusters Score -1.164074e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 69241 members Entering Unmasked Estep Score: -11640738.000000 Penalty: 5530.914551 Iteration 29F: 3 clusters Score -1.164074e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67646 members Entering Unmasked Estep Score: -11246077.000000 Penalty: 2758.266846 Iteration 0F: 2 clusters Score -1.124608e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33750 members Mstep: Class 2 contains 33896 members Entering Unmasked Estep Score: -11200852.000000 Penalty: 5516.533691 Iteration 0F: 3 clusters Score -1.120085e+07 nChanged 31570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33548 members Mstep: Class 2 contains 34098 members Entering Unmasked Estep Score: -11218695.000000 Penalty: 5516.533691 Iteration 1F: 3 clusters Score -1.12187e+07 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33556 members Mstep: Class 2 contains 34090 members Entering Unmasked Estep Score: -11219372.000000 Penalty: 5516.533691 Iteration 2Q: 3 clusters Score -1.121937e+07 nChanged 2519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33567 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -11220174.000000 Penalty: 5516.533691 Iteration 3Q: 3 clusters Score -1.122017e+07 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33567 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -11221078.000000 Penalty: 5516.533691 Iteration 4Q: 3 clusters Score -1.122108e+07 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 34146 members Entering Unmasked Estep Score: -11222392.000000 Penalty: 5516.533691 Iteration 5Q: 3 clusters Score -1.122239e+07 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33466 members Mstep: Class 2 contains 34180 members Entering Unmasked Estep Score: -11223997.000000 Penalty: 5516.533691 Iteration 6Q: 3 clusters Score -1.1224e+07 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33375 members Mstep: Class 2 contains 34271 members Entering Unmasked Estep Score: -11225756.000000 Penalty: 5516.533691 Iteration 7F: 3 clusters Score -1.122576e+07 nChanged 3559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33274 members Mstep: Class 2 contains 34372 members Entering Unmasked Estep Score: -11227472.000000 Penalty: 5516.533691 Iteration 8F: 3 clusters Score -1.122747e+07 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 34482 members Entering Unmasked Estep Score: -11228837.000000 Penalty: 5516.533691 Iteration 9F: 3 clusters Score -1.122884e+07 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33032 members Mstep: Class 2 contains 34614 members Entering Unmasked Estep Score: -11229961.000000 Penalty: 5516.533691 Iteration 10Q: 3 clusters Score -1.122996e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32812 members Mstep: Class 2 contains 34834 members Entering Unmasked Estep Score: -11230715.000000 Penalty: 5516.533691 Iteration 11Q: 3 clusters Score -1.123072e+07 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32561 members Mstep: Class 2 contains 35085 members Entering Unmasked Estep Score: -11231290.000000 Penalty: 5516.533691 Iteration 12Q: 3 clusters Score -1.123129e+07 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32324 members Mstep: Class 2 contains 35322 members Entering Unmasked Estep Score: -11231666.000000 Penalty: 5516.533691 Iteration 13Q: 3 clusters Score -1.123167e+07 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32030 members Mstep: Class 2 contains 35616 members Entering Unmasked Estep Score: -11231965.000000 Penalty: 5516.533691 Iteration 14Q: 3 clusters Score -1.123196e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31658 members Mstep: Class 2 contains 35988 members Entering Unmasked Estep Score: -11232233.000000 Penalty: 5516.533691 Iteration 15Q: 3 clusters Score -1.123223e+07 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31231 members Mstep: Class 2 contains 36415 members Entering Unmasked Estep Score: -11232355.000000 Penalty: 5516.533691 Iteration 16Q: 3 clusters Score -1.123236e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30757 members Mstep: Class 2 contains 36889 members Entering Unmasked Estep Score: -11232462.000000 Penalty: 5516.533691 Iteration 17Q: 3 clusters Score -1.123246e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30210 members Mstep: Class 2 contains 37436 members Entering Unmasked Estep Score: -11232584.000000 Penalty: 5516.533691 Iteration 18Q: 3 clusters Score -1.123258e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29591 members Mstep: Class 2 contains 38055 members Entering Unmasked Estep Score: -11232686.000000 Penalty: 5516.533691 Iteration 19Q: 3 clusters Score -1.123269e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28902 members Mstep: Class 2 contains 38744 members Entering Unmasked Estep Score: -11232759.000000 Penalty: 5516.533691 Iteration 20F: 3 clusters Score -1.123276e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 39527 members Entering Unmasked Estep Score: -11232903.000000 Penalty: 5516.533691 Iteration 21Q: 3 clusters Score -1.12329e+07 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27240 members Mstep: Class 2 contains 40406 members Entering Unmasked Estep Score: -11233051.000000 Penalty: 5516.533691 Iteration 22Q: 3 clusters Score -1.123305e+07 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26189 members Mstep: Class 2 contains 41457 members Entering Unmasked Estep Score: -11233310.000000 Penalty: 5516.533691 Iteration 23Q: 3 clusters Score -1.123331e+07 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24930 members Mstep: Class 2 contains 42716 members Entering Unmasked Estep Score: -11233524.000000 Penalty: 5516.533691 Iteration 24Q: 3 clusters Score -1.123352e+07 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23464 members Mstep: Class 2 contains 44182 members Entering Unmasked Estep Score: -11233825.000000 Penalty: 5516.533691 Iteration 25Q: 3 clusters Score -1.123382e+07 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 45831 members Entering Unmasked Estep Score: -11234293.000000 Penalty: 5516.533691 Iteration 26Q: 3 clusters Score -1.123429e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19985 members Mstep: Class 2 contains 47661 members Entering Unmasked Estep Score: -11234835.000000 Penalty: 5516.533691 Iteration 27Q: 3 clusters Score -1.123484e+07 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 49720 members Entering Unmasked Estep Score: -11235562.000000 Penalty: 5516.533691 Iteration 28Q: 3 clusters Score -1.123556e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15711 members Mstep: Class 2 contains 51935 members Entering Unmasked Estep Score: -11236385.000000 Penalty: 5516.533691 Iteration 29Q: 3 clusters Score -1.123638e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 54211 members Entering Unmasked Estep Score: -11237329.000000 Penalty: 5516.533691 Iteration 30Q: 3 clusters Score -1.123733e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 56528 members Entering Unmasked Estep Score: -11238383.000000 Penalty: 5516.533691 Iteration 31Q: 3 clusters Score -1.123838e+07 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 58719 members Entering Unmasked Estep Score: -11239424.000000 Penalty: 5516.533691 Iteration 32Q: 3 clusters Score -1.123942e+07 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 60719 members Entering Unmasked Estep Score: -11240402.000000 Penalty: 5516.533691 Iteration 33Q: 3 clusters Score -1.12404e+07 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 62370 members Entering Unmasked Estep Score: -11241330.000000 Penalty: 5516.533691 Iteration 34Q: 3 clusters Score -1.124133e+07 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 63698 members Entering Unmasked Estep Score: -11242012.000000 Penalty: 5516.533691 Iteration 35Q: 3 clusters Score -1.124201e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 64672 members Entering Unmasked Estep Score: -11242597.000000 Penalty: 5516.533691 Iteration 36Q: 3 clusters Score -1.12426e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 65334 members Entering Unmasked Estep Score: -11242971.000000 Penalty: 5516.533691 Iteration 37Q: 3 clusters Score -1.124297e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 65799 members Entering Unmasked Estep Score: -11243222.000000 Penalty: 5516.533691 Iteration 38Q: 3 clusters Score -1.124322e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 66114 members Entering Unmasked Estep Score: -11243392.000000 Penalty: 5516.533691 Iteration 39Q: 3 clusters Score -1.124339e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 66316 members Entering Unmasked Estep Score: -11243503.000000 Penalty: 5516.533691 Iteration 40F: 3 clusters Score -1.12435e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 66466 members Entering Unmasked Estep Score: -11243589.000000 Penalty: 5516.533691 Iteration 41Q: 3 clusters Score -1.124359e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 66556 members Entering Unmasked Estep Score: -11243662.000000 Penalty: 5516.533691 Iteration 42Q: 3 clusters Score -1.124366e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 66635 members Entering Unmasked Estep Score: -11243738.000000 Penalty: 5516.533691 Iteration 43Q: 3 clusters Score -1.124374e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 66693 members Entering Unmasked Estep Score: -11243780.000000 Penalty: 5516.533691 Iteration 44Q: 3 clusters Score -1.124378e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 66740 members Entering Unmasked Estep Score: -11243820.000000 Penalty: 5516.533691 Iteration 45Q: 3 clusters Score -1.124382e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 66777 members Entering Unmasked Estep Score: -11243843.000000 Penalty: 5516.533691 Iteration 46Q: 3 clusters Score -1.124384e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 66798 members Entering Unmasked Estep Score: -11243868.000000 Penalty: 5516.533691 Iteration 47Q: 3 clusters Score -1.124387e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 66813 members Entering Unmasked Estep Score: -11243872.000000 Penalty: 5516.533691 Iteration 48Q: 3 clusters Score -1.124387e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 66819 members Entering Unmasked Estep Score: -11243869.000000 Penalty: 5516.533691 Iteration 49Q: 3 clusters Score -1.124387e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 66825 members Entering Unmasked Estep Score: -11243880.000000 Penalty: 5516.533691 Iteration 50Q: 3 clusters Score -1.124388e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 66830 members Entering Unmasked Estep Score: -11243889.000000 Penalty: 5516.533691 Iteration 51Q: 3 clusters Score -1.124389e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 66836 members Entering Unmasked Estep Score: -11243896.000000 Penalty: 5516.533691 Iteration 52Q: 3 clusters Score -1.12439e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 66846 members Entering Unmasked Estep Score: -11243900.000000 Penalty: 5516.533691 Iteration 53Q: 3 clusters Score -1.12439e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 66851 members Entering Unmasked Estep Score: -11243897.000000 Penalty: 5516.533691 Iteration 54Q: 3 clusters Score -1.12439e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 66855 members Entering Unmasked Estep Score: -11243893.000000 Penalty: 5516.533691 Iteration 55Q: 3 clusters Score -1.124389e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 66859 members Entering Unmasked Estep Score: -11243892.000000 Penalty: 5516.533691 Iteration 56Q: 3 clusters Score -1.124389e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 66862 members Entering Unmasked Estep Score: -11243898.000000 Penalty: 5516.533691 Iteration 57Q: 3 clusters Score -1.12439e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 66866 members Entering Unmasked Estep Score: -11243896.000000 Penalty: 5516.533691 Iteration 58Q: 3 clusters Score -1.12439e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 66869 members Entering Unmasked Estep Score: -11243900.000000 Penalty: 5516.533691 Iteration 59Q: 3 clusters Score -1.12439e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 66871 members Entering Unmasked Estep Score: -11243899.000000 Penalty: 5516.533691 Iteration 60F: 3 clusters Score -1.12439e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 66875 members Entering Unmasked Estep Score: -11243898.000000 Penalty: 5516.533691 Iteration 61Q: 3 clusters Score -1.12439e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 66879 members Entering Unmasked Estep Score: -11243909.000000 Penalty: 5516.533691 Iteration 62Q: 3 clusters Score -1.124391e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 66879 members Entering Unmasked Estep Score: -11243917.000000 Penalty: 5516.533691 Iteration 63Q: 3 clusters Score -1.124392e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 66881 members Entering Unmasked Estep Score: -11243913.000000 Penalty: 5516.533691 Iteration 64Q: 3 clusters Score -1.124391e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 66883 members Entering Unmasked Estep Score: -11243922.000000 Penalty: 5516.533691 Iteration 65Q: 3 clusters Score -1.124392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 66885 members Entering Unmasked Estep Score: -11243914.000000 Penalty: 5516.533691 Iteration 66Q: 3 clusters Score -1.124391e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 66886 members Entering Unmasked Estep Score: -11243915.000000 Penalty: 5516.533691 Iteration 67Q: 3 clusters Score -1.124392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 66888 members Entering Unmasked Estep Score: -11243915.000000 Penalty: 5516.533691 Iteration 68Q: 3 clusters Score -1.124392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 66890 members Entering Unmasked Estep Score: -11243924.000000 Penalty: 5516.533691 Iteration 69Q: 3 clusters Score -1.124392e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 66893 members Entering Unmasked Estep Score: -11243919.000000 Penalty: 5516.533691 Iteration 70Q: 3 clusters Score -1.124392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 66893 members Entering Unmasked Estep Score: -11243928.000000 Penalty: 5516.533691 Iteration 71Q: 3 clusters Score -1.124393e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 66893 members Entering Unmasked Estep Score: -11243928.000000 Penalty: 5516.533691 Iteration 72F: 3 clusters Score -1.124393e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Entering Unmasked Estep Score: -733590.937500 Penalty: 2091.800781 Iteration 0F: 2 clusters Score -733590.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -729324.187500 Penalty: 4183.601562 Iteration 0F: 3 clusters Score -729324.2 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -730340.062500 Penalty: 4183.601562 Iteration 1F: 3 clusters Score -730340.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -730502.687500 Penalty: 4183.601562 Iteration 2F: 3 clusters Score -730502.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -730625.187500 Penalty: 4183.601562 Iteration 3Q: 3 clusters Score -730625.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -730715.937500 Penalty: 4183.601562 Iteration 4Q: 3 clusters Score -730715.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -730776.875000 Penalty: 4183.601562 Iteration 5Q: 3 clusters Score -730776.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -730827.250000 Penalty: 4183.601562 Iteration 6Q: 3 clusters Score -730827.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -730874.000000 Penalty: 4183.601562 Iteration 7Q: 3 clusters Score -730874 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -730904.750000 Penalty: 4183.601562 Iteration 8Q: 3 clusters Score -730904.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -730927.187500 Penalty: 4183.601562 Iteration 9Q: 3 clusters Score -730927.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -730944.187500 Penalty: 4183.601562 Iteration 10Q: 3 clusters Score -730944.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -730957.250000 Penalty: 4183.601562 Iteration 11Q: 3 clusters Score -730957.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -730973.625000 Penalty: 4183.601562 Iteration 12Q: 3 clusters Score -730973.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -730988.937500 Penalty: 4183.601562 Iteration 13Q: 3 clusters Score -730988.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -731007.125000 Penalty: 4183.601562 Iteration 14Q: 3 clusters Score -731007.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -731020.187500 Penalty: 4183.601562 Iteration 15Q: 3 clusters Score -731020.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -731031.000000 Penalty: 4183.601562 Iteration 16Q: 3 clusters Score -731031 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -731036.500000 Penalty: 4183.601562 Iteration 17Q: 3 clusters Score -731036.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -731044.187500 Penalty: 4183.601562 Iteration 18Q: 3 clusters Score -731044.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -731056.250000 Penalty: 4183.601562 Iteration 19Q: 3 clusters Score -731056.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -731071.375000 Penalty: 4183.601562 Iteration 20F: 3 clusters Score -731071.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -731081.375000 Penalty: 4183.601562 Iteration 21Q: 3 clusters Score -731081.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -731093.437500 Penalty: 4183.601562 Iteration 22Q: 3 clusters Score -731093.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -731102.375000 Penalty: 4183.601562 Iteration 23Q: 3 clusters Score -731102.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -731115.125000 Penalty: 4183.601562 Iteration 24Q: 3 clusters Score -731115.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -731131.750000 Penalty: 4183.601562 Iteration 25Q: 3 clusters Score -731131.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -731148.250000 Penalty: 4183.601562 Iteration 26Q: 3 clusters Score -731148.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -731168.250000 Penalty: 4183.601562 Iteration 27Q: 3 clusters Score -731168.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -731189.625000 Penalty: 4183.601562 Iteration 28Q: 3 clusters Score -731189.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -731203.125000 Penalty: 4183.601562 Iteration 29Q: 3 clusters Score -731203.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -731222.437500 Penalty: 4183.601562 Iteration 30Q: 3 clusters Score -731222.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -731240.000000 Penalty: 4183.601562 Iteration 31Q: 3 clusters Score -731240 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -731257.500000 Penalty: 4183.601562 Iteration 32Q: 3 clusters Score -731257.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -731273.500000 Penalty: 4183.601562 Iteration 33Q: 3 clusters Score -731273.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -731296.687500 Penalty: 4183.601562 Iteration 34Q: 3 clusters Score -731296.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -731320.562500 Penalty: 4183.601562 Iteration 35Q: 3 clusters Score -731320.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -731353.812500 Penalty: 4183.601562 Iteration 36Q: 3 clusters Score -731353.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -731384.000000 Penalty: 4183.601562 Iteration 37Q: 3 clusters Score -731384 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -731416.812500 Penalty: 4183.601562 Iteration 38Q: 3 clusters Score -731416.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -731446.062500 Penalty: 4183.601562 Iteration 39Q: 3 clusters Score -731446.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -731481.187500 Penalty: 4183.601562 Iteration 40F: 3 clusters Score -731481.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -731514.437500 Penalty: 4183.601562 Iteration 41Q: 3 clusters Score -731514.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -731550.187500 Penalty: 4183.601562 Iteration 42Q: 3 clusters Score -731550.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -731575.250000 Penalty: 4183.601562 Iteration 43Q: 3 clusters Score -731575.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -731595.375000 Penalty: 4183.601562 Iteration 44Q: 3 clusters Score -731595.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -731612.000000 Penalty: 4183.601562 Iteration 45Q: 3 clusters Score -731612 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -731633.812500 Penalty: 4183.601562 Iteration 46Q: 3 clusters Score -731633.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -731653.812500 Penalty: 4183.601562 Iteration 47Q: 3 clusters Score -731653.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -731665.250000 Penalty: 4183.601562 Iteration 48Q: 3 clusters Score -731665.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -731678.250000 Penalty: 4183.601562 Iteration 49Q: 3 clusters Score -731678.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -731692.562500 Penalty: 4183.601562 Iteration 50Q: 3 clusters Score -731692.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -731703.125000 Penalty: 4183.601562 Iteration 51Q: 3 clusters Score -731703.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -731713.250000 Penalty: 4183.601562 Iteration 52Q: 3 clusters Score -731713.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -731723.750000 Penalty: 4183.601562 Iteration 53Q: 3 clusters Score -731723.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -731739.187500 Penalty: 4183.601562 Iteration 54Q: 3 clusters Score -731739.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -731753.062500 Penalty: 4183.601562 Iteration 55Q: 3 clusters Score -731753.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -731770.187500 Penalty: 4183.601562 Iteration 56Q: 3 clusters Score -731770.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -731787.875000 Penalty: 4183.601562 Iteration 57Q: 3 clusters Score -731787.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -731819.437500 Penalty: 4183.601562 Iteration 58Q: 3 clusters Score -731819.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -731854.062500 Penalty: 4183.601562 Iteration 59Q: 3 clusters Score -731854.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -731903.562500 Penalty: 4183.601562 Iteration 60F: 3 clusters Score -731903.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -731957.562500 Penalty: 4183.601562 Iteration 61Q: 3 clusters Score -731957.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -732026.437500 Penalty: 4183.601562 Iteration 62Q: 3 clusters Score -732026.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -732096.875000 Penalty: 4183.601562 Iteration 63Q: 3 clusters Score -732096.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -732155.500000 Penalty: 4183.601562 Iteration 64Q: 3 clusters Score -732155.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -732208.500000 Penalty: 4183.601562 Iteration 65Q: 3 clusters Score -732208.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -732253.500000 Penalty: 4183.601562 Iteration 66Q: 3 clusters Score -732253.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -732274.937500 Penalty: 4183.601562 Iteration 67Q: 3 clusters Score -732274.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -732289.187500 Penalty: 4183.601562 Iteration 68Q: 3 clusters Score -732289.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -732301.312500 Penalty: 4183.601562 Iteration 69Q: 3 clusters Score -732301.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -732312.500000 Penalty: 4183.601562 Iteration 70Q: 3 clusters Score -732312.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -732322.875000 Penalty: 4183.601562 Iteration 71Q: 3 clusters Score -732322.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -732333.750000 Penalty: 4183.601562 Iteration 72Q: 3 clusters Score -732333.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -732344.875000 Penalty: 4183.601562 Iteration 73Q: 3 clusters Score -732344.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -732353.437500 Penalty: 4183.601562 Iteration 74Q: 3 clusters Score -732353.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -732358.625000 Penalty: 4183.601562 Iteration 75Q: 3 clusters Score -732358.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -732366.062500 Penalty: 4183.601562 Iteration 76Q: 3 clusters Score -732366.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -732369.062500 Penalty: 4183.601562 Iteration 77Q: 3 clusters Score -732369.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -732372.000000 Penalty: 4183.601562 Iteration 78Q: 3 clusters Score -732372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -732375.125000 Penalty: 4183.601562 Iteration 79Q: 3 clusters Score -732375.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -732377.875000 Penalty: 4183.601562 Iteration 80F: 3 clusters Score -732377.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -732383.000000 Penalty: 4183.601562 Iteration 81Q: 3 clusters Score -732383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -732387.500000 Penalty: 4183.601562 Iteration 82Q: 3 clusters Score -732387.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -732394.062500 Penalty: 4183.601562 Iteration 83Q: 3 clusters Score -732394.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -732399.562500 Penalty: 4183.601562 Iteration 84Q: 3 clusters Score -732399.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -732405.187500 Penalty: 4183.601562 Iteration 85Q: 3 clusters Score -732405.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -732408.125000 Penalty: 4183.601562 Iteration 86Q: 3 clusters Score -732408.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -732410.687500 Penalty: 4183.601562 Iteration 87Q: 3 clusters Score -732410.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -732411.187500 Penalty: 4183.601562 Iteration 88Q: 3 clusters Score -732411.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -732413.125000 Penalty: 4183.601562 Iteration 89Q: 3 clusters Score -732413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -732413.125000 Penalty: 4183.601562 Iteration 90F: 3 clusters Score -732413.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (95169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95169 members Entering Unmasked Estep Score: -15689207.000000 Penalty: 2842.925537 Iteration 0F: 2 clusters Score -1.568921e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47378 members Mstep: Class 2 contains 47791 members Entering Unmasked Estep Score: -15631162.000000 Penalty: 5685.851074 Iteration 0F: 3 clusters Score -1.563116e+07 nChanged 44949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45069 members Mstep: Class 2 contains 50100 members Entering Unmasked Estep Score: -15657132.000000 Penalty: 5685.851074 Iteration 1F: 3 clusters Score -1.565713e+07 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43639 members Mstep: Class 2 contains 51530 members Entering Unmasked Estep Score: -15658499.000000 Penalty: 5685.851074 Iteration 2Q: 3 clusters Score -1.56585e+07 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41558 members Mstep: Class 2 contains 53611 members Entering Unmasked Estep Score: -15660275.000000 Penalty: 5685.851074 Iteration 3Q: 3 clusters Score -1.566028e+07 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38648 members Mstep: Class 2 contains 56521 members Entering Unmasked Estep Score: -15662982.000000 Penalty: 5685.851074 Iteration 4F: 3 clusters Score -1.566298e+07 nChanged 6063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34833 members Mstep: Class 2 contains 60336 members Entering Unmasked Estep Score: -15667077.000000 Penalty: 5685.851074 Iteration 5F: 3 clusters Score -1.566708e+07 nChanged 7023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30326 members Mstep: Class 2 contains 64843 members Entering Unmasked Estep Score: -15672960.000000 Penalty: 5685.851074 Iteration 6F: 3 clusters Score -1.567296e+07 nChanged 6899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26329 members Mstep: Class 2 contains 68840 members Entering Unmasked Estep Score: -15679443.000000 Penalty: 5685.851074 Iteration 7F: 3 clusters Score -1.567944e+07 nChanged 5661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23860 members Mstep: Class 2 contains 71309 members Entering Unmasked Estep Score: -15684993.000000 Penalty: 5685.851074 Iteration 8F: 3 clusters Score -1.568499e+07 nChanged 4175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 72448 members Entering Unmasked Estep Score: -15688637.000000 Penalty: 5685.851074 Iteration 9Q: 3 clusters Score -1.568864e+07 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22190 members Mstep: Class 2 contains 72979 members Entering Unmasked Estep Score: -15691024.000000 Penalty: 5685.851074 Iteration 10Q: 3 clusters Score -1.569102e+07 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22015 members Mstep: Class 2 contains 73154 members Entering Unmasked Estep Score: -15692869.000000 Penalty: 5685.851074 Iteration 11Q: 3 clusters Score -1.569287e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22036 members Mstep: Class 2 contains 73133 members Entering Unmasked Estep Score: -15693967.000000 Penalty: 5685.851074 Iteration 12Q: 3 clusters Score -1.569397e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 72891 members Entering Unmasked Estep Score: -15694562.000000 Penalty: 5685.851074 Iteration 13Q: 3 clusters Score -1.569456e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22545 members Mstep: Class 2 contains 72624 members Entering Unmasked Estep Score: -15694966.000000 Penalty: 5685.851074 Iteration 14Q: 3 clusters Score -1.569497e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22803 members Mstep: Class 2 contains 72366 members Entering Unmasked Estep Score: -15695177.000000 Penalty: 5685.851074 Iteration 15Q: 3 clusters Score -1.569518e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23021 members Mstep: Class 2 contains 72148 members Entering Unmasked Estep Score: -15695434.000000 Penalty: 5685.851074 Iteration 16Q: 3 clusters Score -1.569543e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23207 members Mstep: Class 2 contains 71962 members Entering Unmasked Estep Score: -15695501.000000 Penalty: 5685.851074 Iteration 17Q: 3 clusters Score -1.56955e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Mstep: Class 2 contains 71820 members Entering Unmasked Estep Score: -15695533.000000 Penalty: 5685.851074 Iteration 18Q: 3 clusters Score -1.569553e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23427 members Mstep: Class 2 contains 71742 members Entering Unmasked Estep Score: -15695563.000000 Penalty: 5685.851074 Iteration 19Q: 3 clusters Score -1.569556e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 71676 members Entering Unmasked Estep Score: -15695567.000000 Penalty: 5685.851074 Iteration 20F: 3 clusters Score -1.569557e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23561 members Mstep: Class 2 contains 71608 members Entering Unmasked Estep Score: -15695580.000000 Penalty: 5685.851074 Iteration 21Q: 3 clusters Score -1.569558e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 71537 members Entering Unmasked Estep Score: -15695554.000000 Penalty: 5685.851074 Iteration 22Q: 3 clusters Score -1.569555e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23688 members Mstep: Class 2 contains 71481 members Entering Unmasked Estep Score: -15695589.000000 Penalty: 5685.851074 Iteration 23Q: 3 clusters Score -1.569559e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23731 members Mstep: Class 2 contains 71438 members Entering Unmasked Estep Score: -15695605.000000 Penalty: 5685.851074 Iteration 24Q: 3 clusters Score -1.56956e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23762 members Mstep: Class 2 contains 71407 members Entering Unmasked Estep Score: -15695593.000000 Penalty: 5685.851074 Iteration 25Q: 3 clusters Score -1.569559e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23782 members Mstep: Class 2 contains 71387 members Entering Unmasked Estep Score: -15695582.000000 Penalty: 5685.851074 Iteration 26Q: 3 clusters Score -1.569558e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23801 members Mstep: Class 2 contains 71368 members Entering Unmasked Estep Score: -15695578.000000 Penalty: 5685.851074 Iteration 27Q: 3 clusters Score -1.569558e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 71340 members Entering Unmasked Estep Score: -15695571.000000 Penalty: 5685.851074 Iteration 28Q: 3 clusters Score -1.569557e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23848 members Mstep: Class 2 contains 71321 members Entering Unmasked Estep Score: -15695560.000000 Penalty: 5685.851074 Iteration 29Q: 3 clusters Score -1.569556e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23869 members Mstep: Class 2 contains 71300 members Entering Unmasked Estep Score: -15695575.000000 Penalty: 5685.851074 Iteration 30Q: 3 clusters Score -1.569558e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23887 members Mstep: Class 2 contains 71282 members Entering Unmasked Estep Score: -15695592.000000 Penalty: 5685.851074 Iteration 31Q: 3 clusters Score -1.569559e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23896 members Mstep: Class 2 contains 71273 members Entering Unmasked Estep Score: -15695587.000000 Penalty: 5685.851074 Iteration 32Q: 3 clusters Score -1.569559e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23901 members Mstep: Class 2 contains 71268 members Entering Unmasked Estep Score: -15695586.000000 Penalty: 5685.851074 Iteration 33Q: 3 clusters Score -1.569559e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23904 members Mstep: Class 2 contains 71265 members Entering Unmasked Estep Score: -15695585.000000 Penalty: 5685.851074 Iteration 34Q: 3 clusters Score -1.569558e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23906 members Mstep: Class 2 contains 71263 members Entering Unmasked Estep Score: -15695594.000000 Penalty: 5685.851074 Iteration 35Q: 3 clusters Score -1.569559e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23908 members Mstep: Class 2 contains 71261 members Entering Unmasked Estep Score: -15695593.000000 Penalty: 5685.851074 Iteration 36Q: 3 clusters Score -1.569559e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23908 members Mstep: Class 2 contains 71261 members Entering Unmasked Estep Score: -15695604.000000 Penalty: 5685.851074 Iteration 37Q: 3 clusters Score -1.56956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23906 members Mstep: Class 2 contains 71263 members Entering Unmasked Estep Score: -15695596.000000 Penalty: 5685.851074 Iteration 38Q: 3 clusters Score -1.56956e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 71262 members Entering Unmasked Estep Score: -15695598.000000 Penalty: 5685.851074 Iteration 39Q: 3 clusters Score -1.56956e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 71262 members Entering Unmasked Estep Score: -15695592.000000 Penalty: 5685.851074 Iteration 40F: 3 clusters Score -1.569559e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Mstep: Class 2 contains 71260 members Entering Unmasked Estep Score: -15695605.000000 Penalty: 5685.851074 Iteration 41Q: 3 clusters Score -1.56956e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23913 members Mstep: Class 2 contains 71256 members Entering Unmasked Estep Score: -15695601.000000 Penalty: 5685.851074 Iteration 42Q: 3 clusters Score -1.56956e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23914 members Mstep: Class 2 contains 71255 members Entering Unmasked Estep Score: -15695610.000000 Penalty: 5685.851074 Iteration 43Q: 3 clusters Score -1.569561e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23918 members Mstep: Class 2 contains 71251 members Entering Unmasked Estep Score: -15695595.000000 Penalty: 5685.851074 Iteration 44Q: 3 clusters Score -1.56956e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23921 members Mstep: Class 2 contains 71248 members Entering Unmasked Estep Score: -15695601.000000 Penalty: 5685.851074 Iteration 45Q: 3 clusters Score -1.56956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23925 members Mstep: Class 2 contains 71244 members Entering Unmasked Estep Score: -15695593.000000 Penalty: 5685.851074 Iteration 46Q: 3 clusters Score -1.569559e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23929 members Mstep: Class 2 contains 71240 members Entering Unmasked Estep Score: -15695586.000000 Penalty: 5685.851074 Iteration 47Q: 3 clusters Score -1.569559e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23932 members Mstep: Class 2 contains 71237 members Entering Unmasked Estep Score: -15695577.000000 Penalty: 5685.851074 Iteration 48Q: 3 clusters Score -1.569558e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 71236 members Entering Unmasked Estep Score: -15695580.000000 Penalty: 5685.851074 Iteration 49Q: 3 clusters Score -1.569558e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 71236 members Entering Unmasked Estep Score: -15695580.000000 Penalty: 5685.851074 Iteration 50F: 3 clusters Score -1.569558e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Entering Unmasked Estep Score: -106703720.000000 Penalty: 93023.304688 Splitting cluster 7 changes total score from -106698216.000000 to -106703720.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 8 (72488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72488 members Entering Unmasked Estep Score: -12193873.000000 Penalty: 2775.411865 Iteration 0F: 2 clusters Score -1.219387e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36408 members Mstep: Class 2 contains 36080 members Entering Unmasked Estep Score: -12150069.000000 Penalty: 5550.823730 Iteration 0F: 3 clusters Score -1.215007e+07 nChanged 34011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37843 members Mstep: Class 2 contains 34645 members Entering Unmasked Estep Score: -12169235.000000 Penalty: 5550.823730 Iteration 1F: 3 clusters Score -1.216924e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38817 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -12169874.000000 Penalty: 5550.823730 Iteration 2Q: 3 clusters Score -1.216987e+07 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40367 members Mstep: Class 2 contains 32121 members Entering Unmasked Estep Score: -12170600.000000 Penalty: 5550.823730 Iteration 3Q: 3 clusters Score -1.21706e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42626 members Mstep: Class 2 contains 29862 members Entering Unmasked Estep Score: -12171562.000000 Penalty: 5550.823730 Iteration 4Q: 3 clusters Score -1.217156e+07 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45824 members Mstep: Class 2 contains 26664 members Entering Unmasked Estep Score: -12173183.000000 Penalty: 5550.823730 Iteration 5Q: 3 clusters Score -1.217318e+07 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50245 members Mstep: Class 2 contains 22243 members Entering Unmasked Estep Score: -12175853.000000 Penalty: 5550.823730 Iteration 6F: 3 clusters Score -1.217585e+07 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55859 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -12179786.000000 Penalty: 5550.823730 Iteration 7F: 3 clusters Score -1.217979e+07 nChanged 6045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61878 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -12183806.000000 Penalty: 5550.823730 Iteration 8F: 3 clusters Score -1.218381e+07 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66841 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -12187287.000000 Penalty: 5550.823730 Iteration 9F: 3 clusters Score -1.218729e+07 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69893 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -12189413.000000 Penalty: 5550.823730 Iteration 10Q: 3 clusters Score -1.218941e+07 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71335 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -12190586.000000 Penalty: 5550.823730 Iteration 11Q: 3 clusters Score -1.219059e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71858 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -12191009.000000 Penalty: 5550.823730 Iteration 12Q: 3 clusters Score -1.219101e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72036 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -12191199.000000 Penalty: 5550.823730 Iteration 13Q: 3 clusters Score -1.21912e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72091 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -12191285.000000 Penalty: 5550.823730 Iteration 14Q: 3 clusters Score -1.219128e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72128 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -12191351.000000 Penalty: 5550.823730 Iteration 15Q: 3 clusters Score -1.219135e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72151 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -12191392.000000 Penalty: 5550.823730 Iteration 16Q: 3 clusters Score -1.219139e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72165 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -12191405.000000 Penalty: 5550.823730 Iteration 17Q: 3 clusters Score -1.21914e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72172 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -12191394.000000 Penalty: 5550.823730 Iteration 18Q: 3 clusters Score -1.219139e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72176 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -12191409.000000 Penalty: 5550.823730 Iteration 19Q: 3 clusters Score -1.219141e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72177 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -12191409.000000 Penalty: 5550.823730 Iteration 20F: 3 clusters Score -1.219141e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72178 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -12191400.000000 Penalty: 5550.823730 Iteration 21Q: 3 clusters Score -1.21914e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72178 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -12191400.000000 Penalty: 5550.823730 Iteration 22F: 3 clusters Score -1.21914e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -238801.000000 Penalty: 1827.504639 Iteration 0F: 2 clusters Score -238801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -236484.359375 Penalty: 3655.009277 Iteration 0F: 3 clusters Score -236484.4 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -237063.109375 Penalty: 3655.009277 Iteration 1F: 3 clusters Score -237063.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -237269.125000 Penalty: 3655.009277 Iteration 2F: 3 clusters Score -237269.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -237414.718750 Penalty: 3655.009277 Iteration 3F: 3 clusters Score -237414.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -237563.562500 Penalty: 3655.009277 Iteration 4Q: 3 clusters Score -237563.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -237669.265625 Penalty: 3655.009277 Iteration 5Q: 3 clusters Score -237669.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -237734.671875 Penalty: 3655.009277 Iteration 6Q: 3 clusters Score -237734.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -237770.796875 Penalty: 3655.009277 Iteration 7Q: 3 clusters Score -237770.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -237814.984375 Penalty: 3655.009277 Iteration 8Q: 3 clusters Score -237815 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -237852.093750 Penalty: 3655.009277 Iteration 9Q: 3 clusters Score -237852.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -237886.140625 Penalty: 3655.009277 Iteration 10Q: 3 clusters Score -237886.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -237914.031250 Penalty: 3655.009277 Iteration 11Q: 3 clusters Score -237914 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -237933.875000 Penalty: 3655.009277 Iteration 12Q: 3 clusters Score -237933.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -237946.703125 Penalty: 3655.009277 Iteration 13Q: 3 clusters Score -237946.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -237950.812500 Penalty: 3655.009277 Iteration 14Q: 3 clusters Score -237950.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -237951.203125 Penalty: 3655.009277 Iteration 15Q: 3 clusters Score -237951.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -237951.203125 Penalty: 3655.009277 Iteration 16F: 3 clusters Score -237951.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Entering Unmasked Estep Score: -202486.421875 Penalty: 1781.599976 Iteration 0F: 2 clusters Score -202486.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -200410.250000 Penalty: 3563.199951 Iteration 0F: 3 clusters Score -200410.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -201050.109375 Penalty: 3563.199951 Iteration 1F: 3 clusters Score -201050.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -201336.796875 Penalty: 3563.199951 Iteration 2F: 3 clusters Score -201336.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -201625.703125 Penalty: 3563.199951 Iteration 3F: 3 clusters Score -201625.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -201836.109375 Penalty: 3563.199951 Iteration 4F: 3 clusters Score -201836.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -202002.156250 Penalty: 3563.199951 Iteration 5Q: 3 clusters Score -202002.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -202191.281250 Penalty: 3563.199951 Iteration 6Q: 3 clusters Score -202191.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -202293.125000 Penalty: 3563.199951 Iteration 7Q: 3 clusters Score -202293.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -202348.500000 Penalty: 3563.199951 Iteration 8Q: 3 clusters Score -202348.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -202374.234375 Penalty: 3563.199951 Iteration 9Q: 3 clusters Score -202374.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -202411.609375 Penalty: 3563.199951 Iteration 10Q: 3 clusters Score -202411.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -202452.656250 Penalty: 3563.199951 Iteration 11Q: 3 clusters Score -202452.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -202515.390625 Penalty: 3563.199951 Iteration 12Q: 3 clusters Score -202515.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -202661.562500 Penalty: 3563.199951 Iteration 13Q: 3 clusters Score -202661.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -202687.390625 Penalty: 3563.199951 Iteration 14Q: 3 clusters Score -202687.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -202694.921875 Penalty: 3563.199951 Iteration 15Q: 3 clusters Score -202694.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -202698.828125 Penalty: 3563.199951 Iteration 16Q: 3 clusters Score -202698.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -202705.093750 Penalty: 3563.199951 Iteration 17Q: 3 clusters Score -202705.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -202709.000000 Penalty: 3563.199951 Iteration 18Q: 3 clusters Score -202709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -202711.281250 Penalty: 3563.199951 Iteration 19Q: 3 clusters Score -202711.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -202711.281250 Penalty: 3563.199951 Iteration 20F: 3 clusters Score -202711.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 564 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Entering Unmasked Estep Score: -106702536.000000 Penalty: 96345.570312 Splitting cluster 10 changes total score from -106698216.000000 to -106702536.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 11 (2978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Entering Unmasked Estep Score: -443994.968750 Penalty: 1983.753784 Iteration 0F: 2 clusters Score -443995 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 1484 members Entering Unmasked Estep Score: -440802.781250 Penalty: 3967.507568 Iteration 0F: 3 clusters Score -440802.8 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -441619.531250 Penalty: 3967.507568 Iteration 1F: 3 clusters Score -441619.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -441942.250000 Penalty: 3967.507568 Iteration 2F: 3 clusters Score -441942.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -442190.250000 Penalty: 3967.507568 Iteration 3F: 3 clusters Score -442190.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -442387.187500 Penalty: 3967.507568 Iteration 4F: 3 clusters Score -442387.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -442557.187500 Penalty: 3967.507568 Iteration 5Q: 3 clusters Score -442557.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -442718.500000 Penalty: 3967.507568 Iteration 6Q: 3 clusters Score -442718.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -442819.656250 Penalty: 3967.507568 Iteration 7Q: 3 clusters Score -442819.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -442867.625000 Penalty: 3967.507568 Iteration 8Q: 3 clusters Score -442867.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -442902.250000 Penalty: 3967.507568 Iteration 9Q: 3 clusters Score -442902.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -442922.468750 Penalty: 3967.507568 Iteration 10Q: 3 clusters Score -442922.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -442938.656250 Penalty: 3967.507568 Iteration 11Q: 3 clusters Score -442938.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -442947.468750 Penalty: 3967.507568 Iteration 12Q: 3 clusters Score -442947.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -442960.250000 Penalty: 3967.507568 Iteration 13Q: 3 clusters Score -442960.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -442968.562500 Penalty: 3967.507568 Iteration 14Q: 3 clusters Score -442968.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -442975.875000 Penalty: 3967.507568 Iteration 15Q: 3 clusters Score -442975.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -442983.062500 Penalty: 3967.507568 Iteration 16Q: 3 clusters Score -442983.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -442985.531250 Penalty: 3967.507568 Iteration 17Q: 3 clusters Score -442985.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -442987.218750 Penalty: 3967.507568 Iteration 18Q: 3 clusters Score -442987.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -442987.843750 Penalty: 3967.507568 Iteration 19Q: 3 clusters Score -442987.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -442989.125000 Penalty: 3967.507568 Iteration 20F: 3 clusters Score -442989.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -442990.062500 Penalty: 3967.507568 Iteration 21Q: 3 clusters Score -442990.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -442989.500000 Penalty: 3967.507568 Iteration 22Q: 3 clusters Score -442989.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -442991.500000 Penalty: 3967.507568 Iteration 23Q: 3 clusters Score -442991.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -442992.812500 Penalty: 3967.507568 Iteration 24Q: 3 clusters Score -442992.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -442995.062500 Penalty: 3967.507568 Iteration 25Q: 3 clusters Score -442995.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -442995.500000 Penalty: 3967.507568 Iteration 26Q: 3 clusters Score -442995.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -442996.937500 Penalty: 3967.507568 Iteration 27Q: 3 clusters Score -442996.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -442999.531250 Penalty: 3967.507568 Iteration 28Q: 3 clusters Score -442999.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -443002.031250 Penalty: 3967.507568 Iteration 29Q: 3 clusters Score -443002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -443005.968750 Penalty: 3967.507568 Iteration 30Q: 3 clusters Score -443006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -443010.093750 Penalty: 3967.507568 Iteration 31Q: 3 clusters Score -443010.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -443013.343750 Penalty: 3967.507568 Iteration 32Q: 3 clusters Score -443013.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -443015.656250 Penalty: 3967.507568 Iteration 33Q: 3 clusters Score -443015.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -443016.656250 Penalty: 3967.507568 Iteration 34Q: 3 clusters Score -443016.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -443018.500000 Penalty: 3967.507568 Iteration 35Q: 3 clusters Score -443018.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -443025.468750 Penalty: 3967.507568 Iteration 36Q: 3 clusters Score -443025.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -443031.843750 Penalty: 3967.507568 Iteration 37Q: 3 clusters Score -443031.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -443038.343750 Penalty: 3967.507568 Iteration 38Q: 3 clusters Score -443038.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -443043.906250 Penalty: 3967.507568 Iteration 39Q: 3 clusters Score -443043.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -443050.531250 Penalty: 3967.507568 Iteration 40F: 3 clusters Score -443050.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -443060.656250 Penalty: 3967.507568 Iteration 41Q: 3 clusters Score -443060.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -443065.437500 Penalty: 3967.507568 Iteration 42Q: 3 clusters Score -443065.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -443066.500000 Penalty: 3967.507568 Iteration 43Q: 3 clusters Score -443066.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -443068.781250 Penalty: 3967.507568 Iteration 44Q: 3 clusters Score -443068.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -443069.562500 Penalty: 3967.507568 Iteration 45Q: 3 clusters Score -443069.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -443069.687500 Penalty: 3967.507568 Iteration 46Q: 3 clusters Score -443069.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -443069.687500 Penalty: 3967.507568 Iteration 47F: 3 clusters Score -443069.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Entering Unmasked Estep Score: -2035031.000000 Penalty: 2335.443359 Iteration 0F: 2 clusters Score -2035031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -2025930.250000 Penalty: 4670.886719 Iteration 0F: 3 clusters Score -2025930 nChanged 5232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -2029035.750000 Penalty: 4670.886719 Iteration 1F: 3 clusters Score -2029036 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2029926.250000 Penalty: 4670.886719 Iteration 2F: 3 clusters Score -2029926 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -2030990.375000 Penalty: 4670.886719 Iteration 3F: 3 clusters Score -2030990 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2031944.750000 Penalty: 4670.886719 Iteration 4F: 3 clusters Score -2031945 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -2032597.625000 Penalty: 4670.886719 Iteration 5F: 3 clusters Score -2032598 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -2032940.625000 Penalty: 4670.886719 Iteration 6Q: 3 clusters Score -2032941 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -2033118.625000 Penalty: 4670.886719 Iteration 7Q: 3 clusters Score -2033119 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -2033200.000000 Penalty: 4670.886719 Iteration 8Q: 3 clusters Score -2033200 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -2033252.000000 Penalty: 4670.886719 Iteration 9Q: 3 clusters Score -2033252 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -2033286.375000 Penalty: 4670.886719 Iteration 10Q: 3 clusters Score -2033286 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -2033309.500000 Penalty: 4670.886719 Iteration 11Q: 3 clusters Score -2033310 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -2033333.250000 Penalty: 4670.886719 Iteration 12Q: 3 clusters Score -2033333 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -2033353.250000 Penalty: 4670.886719 Iteration 13Q: 3 clusters Score -2033353 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2033369.750000 Penalty: 4670.886719 Iteration 14Q: 3 clusters Score -2033370 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -2033383.375000 Penalty: 4670.886719 Iteration 15Q: 3 clusters Score -2033383 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -2033384.125000 Penalty: 4670.886719 Iteration 16Q: 3 clusters Score -2033384 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -2033397.625000 Penalty: 4670.886719 Iteration 17Q: 3 clusters Score -2033398 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -2033399.750000 Penalty: 4670.886719 Iteration 18Q: 3 clusters Score -2033400 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -2033399.125000 Penalty: 4670.886719 Iteration 19Q: 3 clusters Score -2033399 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -2033406.375000 Penalty: 4670.886719 Iteration 20F: 3 clusters Score -2033406 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -2033419.500000 Penalty: 4670.886719 Iteration 21Q: 3 clusters Score -2033420 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -2033419.125000 Penalty: 4670.886719 Iteration 22Q: 3 clusters Score -2033419 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -2033422.875000 Penalty: 4670.886719 Iteration 23Q: 3 clusters Score -2033423 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -2033425.875000 Penalty: 4670.886719 Iteration 24Q: 3 clusters Score -2033426 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2033432.375000 Penalty: 4670.886719 Iteration 25Q: 3 clusters Score -2033432 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -2033430.375000 Penalty: 4670.886719 Iteration 26Q: 3 clusters Score -2033430 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -2033430.250000 Penalty: 4670.886719 Iteration 27Q: 3 clusters Score -2033430 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -2033433.875000 Penalty: 4670.886719 Iteration 28Q: 3 clusters Score -2033434 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -2033439.125000 Penalty: 4670.886719 Iteration 29Q: 3 clusters Score -2033439 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -2033438.750000 Penalty: 4670.886719 Iteration 30Q: 3 clusters Score -2033439 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -2033436.375000 Penalty: 4670.886719 Iteration 31Q: 3 clusters Score -2033436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -2033440.375000 Penalty: 4670.886719 Iteration 32Q: 3 clusters Score -2033440 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2033438.000000 Penalty: 4670.886719 Iteration 33Q: 3 clusters Score -2033438 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -2033440.750000 Penalty: 4670.886719 Iteration 34Q: 3 clusters Score -2033441 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -2033445.500000 Penalty: 4670.886719 Iteration 35Q: 3 clusters Score -2033446 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -2033452.500000 Penalty: 4670.886719 Iteration 36Q: 3 clusters Score -2033452 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -2033451.500000 Penalty: 4670.886719 Iteration 37Q: 3 clusters Score -2033452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -2033456.125000 Penalty: 4670.886719 Iteration 38Q: 3 clusters Score -2033456 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -2033459.000000 Penalty: 4670.886719 Iteration 39Q: 3 clusters Score -2033459 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -2033459.125000 Penalty: 4670.886719 Iteration 40F: 3 clusters Score -2033459 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -2033460.250000 Penalty: 4670.886719 Iteration 41Q: 3 clusters Score -2033460 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -2033462.125000 Penalty: 4670.886719 Iteration 42Q: 3 clusters Score -2033462 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -2033463.250000 Penalty: 4670.886719 Iteration 43Q: 3 clusters Score -2033463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -2033470.500000 Penalty: 4670.886719 Iteration 44Q: 3 clusters Score -2033470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -2033468.000000 Penalty: 4670.886719 Iteration 45Q: 3 clusters Score -2033468 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -2033466.750000 Penalty: 4670.886719 Iteration 46Q: 3 clusters Score -2033467 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -2033469.375000 Penalty: 4670.886719 Iteration 47Q: 3 clusters Score -2033469 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -2033471.000000 Penalty: 4670.886719 Iteration 48Q: 3 clusters Score -2033471 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -2033474.750000 Penalty: 4670.886719 Iteration 49Q: 3 clusters Score -2033475 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -2033477.125000 Penalty: 4670.886719 Iteration 50Q: 3 clusters Score -2033477 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -2033478.375000 Penalty: 4670.886719 Iteration 51Q: 3 clusters Score -2033478 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -2033478.125000 Penalty: 4670.886719 Iteration 52Q: 3 clusters Score -2033478 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -2033478.625000 Penalty: 4670.886719 Iteration 53Q: 3 clusters Score -2033479 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -2033483.250000 Penalty: 4670.886719 Iteration 54Q: 3 clusters Score -2033483 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -2033482.250000 Penalty: 4670.886719 Iteration 55Q: 3 clusters Score -2033482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -2033484.125000 Penalty: 4670.886719 Iteration 56Q: 3 clusters Score -2033484 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -2033486.625000 Penalty: 4670.886719 Iteration 57Q: 3 clusters Score -2033487 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -2033488.875000 Penalty: 4670.886719 Iteration 58Q: 3 clusters Score -2033489 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -2033495.875000 Penalty: 4670.886719 Iteration 59Q: 3 clusters Score -2033496 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -2033502.125000 Penalty: 4670.886719 Iteration 60F: 3 clusters Score -2033502 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -2033504.250000 Penalty: 4670.886719 Iteration 61Q: 3 clusters Score -2033504 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -2033513.750000 Penalty: 4670.886719 Iteration 62Q: 3 clusters Score -2033514 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -2033521.375000 Penalty: 4670.886719 Iteration 63Q: 3 clusters Score -2033521 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -2033526.500000 Penalty: 4670.886719 Iteration 64Q: 3 clusters Score -2033526 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -2033530.250000 Penalty: 4670.886719 Iteration 65Q: 3 clusters Score -2033530 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -2033534.625000 Penalty: 4670.886719 Iteration 66Q: 3 clusters Score -2033535 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -2033536.000000 Penalty: 4670.886719 Iteration 67Q: 3 clusters Score -2033536 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -2033537.625000 Penalty: 4670.886719 Iteration 68Q: 3 clusters Score -2033538 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -2033536.750000 Penalty: 4670.886719 Iteration 69Q: 3 clusters Score -2033537 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -2033539.625000 Penalty: 4670.886719 Iteration 70Q: 3 clusters Score -2033540 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2033542.625000 Penalty: 4670.886719 Iteration 71Q: 3 clusters Score -2033543 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -2033544.500000 Penalty: 4670.886719 Iteration 72Q: 3 clusters Score -2033544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -2033546.875000 Penalty: 4670.886719 Iteration 73Q: 3 clusters Score -2033547 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -2033551.250000 Penalty: 4670.886719 Iteration 74Q: 3 clusters Score -2033551 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -2033552.500000 Penalty: 4670.886719 Iteration 75Q: 3 clusters Score -2033552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -2033555.250000 Penalty: 4670.886719 Iteration 76Q: 3 clusters Score -2033555 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -2033555.250000 Penalty: 4670.886719 Iteration 77Q: 3 clusters Score -2033555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -2033552.750000 Penalty: 4670.886719 Iteration 78Q: 3 clusters Score -2033553 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -2033555.875000 Penalty: 4670.886719 Iteration 79Q: 3 clusters Score -2033556 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -2033555.125000 Penalty: 4670.886719 Iteration 80F: 3 clusters Score -2033555 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -2033559.750000 Penalty: 4670.886719 Iteration 81Q: 3 clusters Score -2033560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -2033558.000000 Penalty: 4670.886719 Iteration 82Q: 3 clusters Score -2033558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -2033558.500000 Penalty: 4670.886719 Iteration 83Q: 3 clusters Score -2033558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -2033559.750000 Penalty: 4670.886719 Iteration 84Q: 3 clusters Score -2033560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -2033558.125000 Penalty: 4670.886719 Iteration 85Q: 3 clusters Score -2033558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -2033558.375000 Penalty: 4670.886719 Iteration 86Q: 3 clusters Score -2033558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -2033560.250000 Penalty: 4670.886719 Iteration 87Q: 3 clusters Score -2033560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -2033560.250000 Penalty: 4670.886719 Iteration 88Q: 3 clusters Score -2033560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -2033558.250000 Penalty: 4670.886719 Iteration 89Q: 3 clusters Score -2033558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -2033561.125000 Penalty: 4670.886719 Iteration 90Q: 3 clusters Score -2033561 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -2033562.000000 Penalty: 4670.886719 Iteration 91Q: 3 clusters Score -2033562 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -2033560.875000 Penalty: 4670.886719 Iteration 92Q: 3 clusters Score -2033561 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -2033565.750000 Penalty: 4670.886719 Iteration 93Q: 3 clusters Score -2033566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -2033566.500000 Penalty: 4670.886719 Iteration 94Q: 3 clusters Score -2033566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -2033569.500000 Penalty: 4670.886719 Iteration 95Q: 3 clusters Score -2033570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -2033571.750000 Penalty: 4670.886719 Iteration 96Q: 3 clusters Score -2033572 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -2033574.125000 Penalty: 4670.886719 Iteration 97Q: 3 clusters Score -2033574 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -2033572.000000 Penalty: 4670.886719 Iteration 98Q: 3 clusters Score -2033572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -2033569.750000 Penalty: 4670.886719 Iteration 99Q: 3 clusters Score -2033570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -2033574.625000 Penalty: 4670.886719 Iteration 100F: 3 clusters Score -2033575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -2033571.500000 Penalty: 4670.886719 Iteration 101Q: 3 clusters Score -2033572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -2033573.500000 Penalty: 4670.886719 Iteration 102Q: 3 clusters Score -2033574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -2033571.625000 Penalty: 4670.886719 Iteration 103Q: 3 clusters Score -2033572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -2033572.125000 Penalty: 4670.886719 Iteration 104Q: 3 clusters Score -2033572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -2033570.125000 Penalty: 4670.886719 Iteration 105Q: 3 clusters Score -2033570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -2033571.375000 Penalty: 4670.886719 Iteration 106Q: 3 clusters Score -2033571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -2033575.000000 Penalty: 4670.886719 Iteration 107Q: 3 clusters Score -2033575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -2033571.625000 Penalty: 4670.886719 Iteration 108Q: 3 clusters Score -2033572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -2033572.000000 Penalty: 4670.886719 Iteration 109Q: 3 clusters Score -2033572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -2033576.125000 Penalty: 4670.886719 Iteration 110Q: 3 clusters Score -2033576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -2033576.000000 Penalty: 4670.886719 Iteration 111Q: 3 clusters Score -2033576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -2033573.125000 Penalty: 4670.886719 Iteration 112Q: 3 clusters Score -2033573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -2033572.750000 Penalty: 4670.886719 Iteration 113Q: 3 clusters Score -2033573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -2033573.375000 Penalty: 4670.886719 Iteration 114Q: 3 clusters Score -2033573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -2033573.375000 Penalty: 4670.886719 Iteration 115Q: 3 clusters Score -2033573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -2033570.375000 Penalty: 4670.886719 Iteration 116Q: 3 clusters Score -2033570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -2033574.375000 Penalty: 4670.886719 Iteration 117Q: 3 clusters Score -2033574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -2033574.375000 Penalty: 4670.886719 Iteration 118F: 3 clusters Score -2033574 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (30114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30114 members Entering Unmasked Estep Score: -4996709.500000 Penalty: 2557.560791 Iteration 0F: 2 clusters Score -4996710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -4975983.000000 Penalty: 5115.121582 Iteration 0F: 3 clusters Score -4975983 nChanged 13581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -4983189.000000 Penalty: 5115.121582 Iteration 1F: 3 clusters Score -4983189 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 14802 members Entering Unmasked Estep Score: -4983684.000000 Penalty: 5115.121582 Iteration 2Q: 3 clusters Score -4983684 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15452 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -4984092.000000 Penalty: 5115.121582 Iteration 3Q: 3 clusters Score -4984092 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 14485 members Entering Unmasked Estep Score: -4984512.500000 Penalty: 5115.121582 Iteration 4Q: 3 clusters Score -4984512 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -4984912.500000 Penalty: 5115.121582 Iteration 5Q: 3 clusters Score -4984912 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 13930 members Entering Unmasked Estep Score: -4985420.000000 Penalty: 5115.121582 Iteration 6Q: 3 clusters Score -4985420 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -4985980.500000 Penalty: 5115.121582 Iteration 7Q: 3 clusters Score -4985980 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -4986561.000000 Penalty: 5115.121582 Iteration 8Q: 3 clusters Score -4986561 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -4987169.000000 Penalty: 5115.121582 Iteration 9Q: 3 clusters Score -4987169 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17935 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -4987793.000000 Penalty: 5115.121582 Iteration 10Q: 3 clusters Score -4987793 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -4988418.500000 Penalty: 5115.121582 Iteration 11Q: 3 clusters Score -4988418 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -4988967.500000 Penalty: 5115.121582 Iteration 12Q: 3 clusters Score -4988968 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19214 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -4989472.500000 Penalty: 5115.121582 Iteration 13Q: 3 clusters Score -4989472 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19606 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -4989850.000000 Penalty: 5115.121582 Iteration 14Q: 3 clusters Score -4989850 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 10106 members Entering Unmasked Estep Score: -4990160.500000 Penalty: 5115.121582 Iteration 15Q: 3 clusters Score -4990160 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20426 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -4990382.500000 Penalty: 5115.121582 Iteration 16Q: 3 clusters Score -4990382 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20813 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -4990590.500000 Penalty: 5115.121582 Iteration 17Q: 3 clusters Score -4990590 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21208 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -4990730.500000 Penalty: 5115.121582 Iteration 18Q: 3 clusters Score -4990730 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21562 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -4990851.500000 Penalty: 5115.121582 Iteration 19Q: 3 clusters Score -4990852 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21966 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -4991008.000000 Penalty: 5115.121582 Iteration 20F: 3 clusters Score -4991008 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22360 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -4991133.000000 Penalty: 5115.121582 Iteration 21Q: 3 clusters Score -4991133 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -4991269.500000 Penalty: 5115.121582 Iteration 22Q: 3 clusters Score -4991270 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23193 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -4991417.500000 Penalty: 5115.121582 Iteration 23Q: 3 clusters Score -4991418 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -4991551.500000 Penalty: 5115.121582 Iteration 24Q: 3 clusters Score -4991552 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24085 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -4991719.500000 Penalty: 5115.121582 Iteration 25Q: 3 clusters Score -4991720 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24536 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -4991850.500000 Penalty: 5115.121582 Iteration 26Q: 3 clusters Score -4991850 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24969 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -4992002.000000 Penalty: 5115.121582 Iteration 27Q: 3 clusters Score -4992002 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25439 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -4992209.000000 Penalty: 5115.121582 Iteration 28Q: 3 clusters Score -4992209 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25939 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -4992454.500000 Penalty: 5115.121582 Iteration 29Q: 3 clusters Score -4992454 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26409 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -4992703.000000 Penalty: 5115.121582 Iteration 30Q: 3 clusters Score -4992703 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26881 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -4992968.500000 Penalty: 5115.121582 Iteration 31Q: 3 clusters Score -4992968 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27338 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -4993218.500000 Penalty: 5115.121582 Iteration 32Q: 3 clusters Score -4993218 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27733 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -4993431.500000 Penalty: 5115.121582 Iteration 33Q: 3 clusters Score -4993432 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -4993639.000000 Penalty: 5115.121582 Iteration 34Q: 3 clusters Score -4993639 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -4993829.500000 Penalty: 5115.121582 Iteration 35Q: 3 clusters Score -4993830 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28643 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -4993960.000000 Penalty: 5115.121582 Iteration 36Q: 3 clusters Score -4993960 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28829 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -4994068.500000 Penalty: 5115.121582 Iteration 37Q: 3 clusters Score -4994068 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28965 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -4994159.500000 Penalty: 5115.121582 Iteration 38Q: 3 clusters Score -4994160 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29087 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -4994242.000000 Penalty: 5115.121582 Iteration 39Q: 3 clusters Score -4994242 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29179 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -4994292.500000 Penalty: 5115.121582 Iteration 40F: 3 clusters Score -4994292 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29246 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4994333.000000 Penalty: 5115.121582 Iteration 41Q: 3 clusters Score -4994333 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29293 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -4994354.500000 Penalty: 5115.121582 Iteration 42Q: 3 clusters Score -4994354 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29325 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -4994378.000000 Penalty: 5115.121582 Iteration 43Q: 3 clusters Score -4994378 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29360 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -4994401.000000 Penalty: 5115.121582 Iteration 44Q: 3 clusters Score -4994401 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29393 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -4994420.500000 Penalty: 5115.121582 Iteration 45Q: 3 clusters Score -4994420 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29417 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -4994439.500000 Penalty: 5115.121582 Iteration 46Q: 3 clusters Score -4994440 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29433 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -4994448.000000 Penalty: 5115.121582 Iteration 47Q: 3 clusters Score -4994448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29442 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -4994456.000000 Penalty: 5115.121582 Iteration 48Q: 3 clusters Score -4994456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29449 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -4994457.000000 Penalty: 5115.121582 Iteration 49Q: 3 clusters Score -4994457 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29457 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -4994460.500000 Penalty: 5115.121582 Iteration 50Q: 3 clusters Score -4994460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29461 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -4994464.500000 Penalty: 5115.121582 Iteration 51Q: 3 clusters Score -4994464 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29467 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -4994468.000000 Penalty: 5115.121582 Iteration 52Q: 3 clusters Score -4994468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29473 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -4994468.000000 Penalty: 5115.121582 Iteration 53Q: 3 clusters Score -4994468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29475 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -4994468.500000 Penalty: 5115.121582 Iteration 54Q: 3 clusters Score -4994468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29479 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -4994476.000000 Penalty: 5115.121582 Iteration 55Q: 3 clusters Score -4994476 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29488 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -4994480.500000 Penalty: 5115.121582 Iteration 56Q: 3 clusters Score -4994480 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29498 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -4994488.000000 Penalty: 5115.121582 Iteration 57Q: 3 clusters Score -4994488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -4994494.000000 Penalty: 5115.121582 Iteration 58Q: 3 clusters Score -4994494 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29511 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -4994501.000000 Penalty: 5115.121582 Iteration 59Q: 3 clusters Score -4994501 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29520 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -4994508.500000 Penalty: 5115.121582 Iteration 60F: 3 clusters Score -4994508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29530 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4994515.000000 Penalty: 5115.121582 Iteration 61Q: 3 clusters Score -4994515 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29533 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -4994523.000000 Penalty: 5115.121582 Iteration 62Q: 3 clusters Score -4994523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29540 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -4994523.000000 Penalty: 5115.121582 Iteration 63Q: 3 clusters Score -4994523 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29540 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -4994525.500000 Penalty: 5115.121582 Iteration 64Q: 3 clusters Score -4994526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29544 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -4994527.000000 Penalty: 5115.121582 Iteration 65Q: 3 clusters Score -4994527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29547 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -4994534.500000 Penalty: 5115.121582 Iteration 66Q: 3 clusters Score -4994534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29549 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -4994535.500000 Penalty: 5115.121582 Iteration 67Q: 3 clusters Score -4994536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29550 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4994536.000000 Penalty: 5115.121582 Iteration 68Q: 3 clusters Score -4994536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29551 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4994535.500000 Penalty: 5115.121582 Iteration 69Q: 3 clusters Score -4994536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29552 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -4994537.000000 Penalty: 5115.121582 Iteration 70Q: 3 clusters Score -4994537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29553 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4994534.500000 Penalty: 5115.121582 Iteration 71Q: 3 clusters Score -4994534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29554 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4994536.000000 Penalty: 5115.121582 Iteration 72Q: 3 clusters Score -4994536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29555 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -4994539.000000 Penalty: 5115.121582 Iteration 73Q: 3 clusters Score -4994539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29556 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4994540.500000 Penalty: 5115.121582 Iteration 74Q: 3 clusters Score -4994540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29558 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -4994542.000000 Penalty: 5115.121582 Iteration 75Q: 3 clusters Score -4994542 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29560 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -4994540.500000 Penalty: 5115.121582 Iteration 76Q: 3 clusters Score -4994540 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29560 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -4994540.500000 Penalty: 5115.121582 Iteration 77F: 3 clusters Score -4994540 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -72353.929688 Penalty: 1571.093506 Iteration 0F: 2 clusters Score -72353.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -70863.578125 Penalty: 3142.187012 Iteration 0F: 3 clusters Score -70863.58 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -71200.304688 Penalty: 3142.187012 Iteration 1F: 3 clusters Score -71200.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -71606.507812 Penalty: 3142.187012 Iteration 2F: 3 clusters Score -71606.51 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -71965.429688 Penalty: 3142.187012 Iteration 3F: 3 clusters Score -71965.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72298.875000 Penalty: 3142.187012 Iteration 4F: 3 clusters Score -72298.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72561.906250 Penalty: 3142.187012 Iteration 5Q: 3 clusters Score -72561.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -72674.617188 Penalty: 3142.187012 Iteration 6Q: 3 clusters Score -72674.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72741.460938 Penalty: 3142.187012 Iteration 7Q: 3 clusters Score -72741.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72768.906250 Penalty: 3142.187012 Iteration 8Q: 3 clusters Score -72768.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72782.093750 Penalty: 3142.187012 Iteration 9Q: 3 clusters Score -72782.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72782.093750 Penalty: 3142.187012 Iteration 10F: 3 clusters Score -72782.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Mstep: Class 30 contains 232 members Entering Unmasked Estep Score: -106701184.000000 Penalty: 99667.828125 Splitting cluster 14 changes total score from -106698216.000000 to -106701184.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 15 (7339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Entering Unmasked Estep Score: -1213113.500000 Penalty: 2207.437500 Iteration 0F: 2 clusters Score -1213114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1207136.875000 Penalty: 4414.875000 Iteration 0F: 3 clusters Score -1207137 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1208937.000000 Penalty: 4414.875000 Iteration 1F: 3 clusters Score -1208937 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1209540.375000 Penalty: 4414.875000 Iteration 2F: 3 clusters Score -1209540 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1210160.125000 Penalty: 4414.875000 Iteration 3F: 3 clusters Score -1210160 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1210632.000000 Penalty: 4414.875000 Iteration 4F: 3 clusters Score -1210632 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -1210950.125000 Penalty: 4414.875000 Iteration 5F: 3 clusters Score -1210950 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1211189.000000 Penalty: 4414.875000 Iteration 6Q: 3 clusters Score -1211189 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -1211359.250000 Penalty: 4414.875000 Iteration 7Q: 3 clusters Score -1211359 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -1211486.500000 Penalty: 4414.875000 Iteration 8Q: 3 clusters Score -1211486 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1211594.875000 Penalty: 4414.875000 Iteration 9Q: 3 clusters Score -1211595 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1211693.000000 Penalty: 4414.875000 Iteration 10Q: 3 clusters Score -1211693 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1211765.750000 Penalty: 4414.875000 Iteration 11Q: 3 clusters Score -1211766 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1211837.750000 Penalty: 4414.875000 Iteration 12Q: 3 clusters Score -1211838 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1211912.000000 Penalty: 4414.875000 Iteration 13Q: 3 clusters Score -1211912 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1211975.250000 Penalty: 4414.875000 Iteration 14Q: 3 clusters Score -1211975 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1212041.375000 Penalty: 4414.875000 Iteration 15Q: 3 clusters Score -1212041 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1212118.625000 Penalty: 4414.875000 Iteration 16Q: 3 clusters Score -1212119 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1212178.625000 Penalty: 4414.875000 Iteration 17Q: 3 clusters Score -1212179 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1212221.500000 Penalty: 4414.875000 Iteration 18Q: 3 clusters Score -1212222 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1212249.375000 Penalty: 4414.875000 Iteration 19Q: 3 clusters Score -1212249 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1212266.000000 Penalty: 4414.875000 Iteration 20F: 3 clusters Score -1212266 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1212278.500000 Penalty: 4414.875000 Iteration 21Q: 3 clusters Score -1212278 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1212294.375000 Penalty: 4414.875000 Iteration 22Q: 3 clusters Score -1212294 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1212304.125000 Penalty: 4414.875000 Iteration 23Q: 3 clusters Score -1212304 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -1212307.750000 Penalty: 4414.875000 Iteration 24Q: 3 clusters Score -1212308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1212310.375000 Penalty: 4414.875000 Iteration 25Q: 3 clusters Score -1212310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1212310.000000 Penalty: 4414.875000 Iteration 26Q: 3 clusters Score -1212310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1212311.750000 Penalty: 4414.875000 Iteration 27Q: 3 clusters Score -1212312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1212313.125000 Penalty: 4414.875000 Iteration 28Q: 3 clusters Score -1212313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1212316.250000 Penalty: 4414.875000 Iteration 29Q: 3 clusters Score -1212316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1212315.375000 Penalty: 4414.875000 Iteration 30Q: 3 clusters Score -1212315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1212315.375000 Penalty: 4414.875000 Iteration 31Q: 3 clusters Score -1212315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1212315.125000 Penalty: 4414.875000 Iteration 32Q: 3 clusters Score -1212315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1212316.625000 Penalty: 4414.875000 Iteration 33Q: 3 clusters Score -1212317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1212319.500000 Penalty: 4414.875000 Iteration 34Q: 3 clusters Score -1212320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1212320.625000 Penalty: 4414.875000 Iteration 35Q: 3 clusters Score -1212321 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1212322.125000 Penalty: 4414.875000 Iteration 36Q: 3 clusters Score -1212322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1212323.250000 Penalty: 4414.875000 Iteration 37Q: 3 clusters Score -1212323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1212324.250000 Penalty: 4414.875000 Iteration 38Q: 3 clusters Score -1212324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1212323.875000 Penalty: 4414.875000 Iteration 39Q: 3 clusters Score -1212324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1212323.875000 Penalty: 4414.875000 Iteration 40F: 3 clusters Score -1212324 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (41212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41212 members Entering Unmasked Estep Score: -6811217.000000 Penalty: 2635.368164 Iteration 0F: 2 clusters Score -6811217 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 20613 members Entering Unmasked Estep Score: -6783334.000000 Penalty: 5270.736328 Iteration 0F: 3 clusters Score -6783334 nChanged 18979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21114 members Mstep: Class 2 contains 20098 members Entering Unmasked Estep Score: -6793725.000000 Penalty: 5270.736328 Iteration 1F: 3 clusters Score -6793725 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21545 members Mstep: Class 2 contains 19667 members Entering Unmasked Estep Score: -6794412.000000 Penalty: 5270.736328 Iteration 2Q: 3 clusters Score -6794412 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22169 members Mstep: Class 2 contains 19043 members Entering Unmasked Estep Score: -6795282.500000 Penalty: 5270.736328 Iteration 3F: 3 clusters Score -6795282 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22998 members Mstep: Class 2 contains 18214 members Entering Unmasked Estep Score: -6796240.000000 Penalty: 5270.736328 Iteration 4F: 3 clusters Score -6796240 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24028 members Mstep: Class 2 contains 17184 members Entering Unmasked Estep Score: -6797372.000000 Penalty: 5270.736328 Iteration 5F: 3 clusters Score -6797372 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25244 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -6798485.500000 Penalty: 5270.736328 Iteration 6F: 3 clusters Score -6798486 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -6799767.000000 Penalty: 5270.736328 Iteration 7F: 3 clusters Score -6799767 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28446 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -6801067.500000 Penalty: 5270.736328 Iteration 8F: 3 clusters Score -6801068 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30266 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -6802378.000000 Penalty: 5270.736328 Iteration 9F: 3 clusters Score -6802378 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32105 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -6803798.000000 Penalty: 5270.736328 Iteration 10Q: 3 clusters Score -6803798 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33783 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -6805144.500000 Penalty: 5270.736328 Iteration 11Q: 3 clusters Score -6805144 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35184 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -6806184.000000 Penalty: 5270.736328 Iteration 12Q: 3 clusters Score -6806184 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36296 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -6807020.000000 Penalty: 5270.736328 Iteration 13Q: 3 clusters Score -6807020 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37111 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -6807545.000000 Penalty: 5270.736328 Iteration 14Q: 3 clusters Score -6807545 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37711 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -6807936.000000 Penalty: 5270.736328 Iteration 15Q: 3 clusters Score -6807936 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38177 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -6808204.000000 Penalty: 5270.736328 Iteration 16Q: 3 clusters Score -6808204 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38517 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -6808344.500000 Penalty: 5270.736328 Iteration 17Q: 3 clusters Score -6808344 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38780 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -6808446.500000 Penalty: 5270.736328 Iteration 18Q: 3 clusters Score -6808446 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39017 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -6808568.500000 Penalty: 5270.736328 Iteration 19Q: 3 clusters Score -6808568 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39225 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -6808671.500000 Penalty: 5270.736328 Iteration 20F: 3 clusters Score -6808672 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39379 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -6808749.000000 Penalty: 5270.736328 Iteration 21Q: 3 clusters Score -6808749 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39503 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -6808796.500000 Penalty: 5270.736328 Iteration 22Q: 3 clusters Score -6808796 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39608 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -6808839.000000 Penalty: 5270.736328 Iteration 23Q: 3 clusters Score -6808839 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39697 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -6808864.000000 Penalty: 5270.736328 Iteration 24Q: 3 clusters Score -6808864 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39783 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -6808895.500000 Penalty: 5270.736328 Iteration 25Q: 3 clusters Score -6808896 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39859 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -6808924.500000 Penalty: 5270.736328 Iteration 26Q: 3 clusters Score -6808924 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39926 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -6808953.500000 Penalty: 5270.736328 Iteration 27Q: 3 clusters Score -6808954 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39989 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -6808981.500000 Penalty: 5270.736328 Iteration 28Q: 3 clusters Score -6808982 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40056 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -6808998.000000 Penalty: 5270.736328 Iteration 29Q: 3 clusters Score -6808998 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40122 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -6809017.000000 Penalty: 5270.736328 Iteration 30Q: 3 clusters Score -6809017 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40188 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -6809056.500000 Penalty: 5270.736328 Iteration 31Q: 3 clusters Score -6809056 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40241 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -6809105.000000 Penalty: 5270.736328 Iteration 32Q: 3 clusters Score -6809105 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40285 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -6809110.000000 Penalty: 5270.736328 Iteration 33Q: 3 clusters Score -6809110 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40310 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -6809130.500000 Penalty: 5270.736328 Iteration 34Q: 3 clusters Score -6809130 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40331 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -6809129.500000 Penalty: 5270.736328 Iteration 35Q: 3 clusters Score -6809130 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40342 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -6809136.500000 Penalty: 5270.736328 Iteration 36Q: 3 clusters Score -6809136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40352 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -6809140.000000 Penalty: 5270.736328 Iteration 37Q: 3 clusters Score -6809140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40366 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -6809146.000000 Penalty: 5270.736328 Iteration 38Q: 3 clusters Score -6809146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40370 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -6809152.000000 Penalty: 5270.736328 Iteration 39Q: 3 clusters Score -6809152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40377 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6809162.000000 Penalty: 5270.736328 Iteration 40F: 3 clusters Score -6809162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40385 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -6809166.000000 Penalty: 5270.736328 Iteration 41Q: 3 clusters Score -6809166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40392 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -6809159.000000 Penalty: 5270.736328 Iteration 42Q: 3 clusters Score -6809159 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40401 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -6809167.000000 Penalty: 5270.736328 Iteration 43Q: 3 clusters Score -6809167 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40416 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -6809176.500000 Penalty: 5270.736328 Iteration 44Q: 3 clusters Score -6809176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40425 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -6809176.500000 Penalty: 5270.736328 Iteration 45Q: 3 clusters Score -6809176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40431 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6809179.500000 Penalty: 5270.736328 Iteration 46Q: 3 clusters Score -6809180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40435 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -6809182.000000 Penalty: 5270.736328 Iteration 47Q: 3 clusters Score -6809182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40439 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -6809183.500000 Penalty: 5270.736328 Iteration 48Q: 3 clusters Score -6809184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40441 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -6809182.500000 Penalty: 5270.736328 Iteration 49Q: 3 clusters Score -6809182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40445 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -6809183.500000 Penalty: 5270.736328 Iteration 50Q: 3 clusters Score -6809184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40445 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -6809179.500000 Penalty: 5270.736328 Iteration 51Q: 3 clusters Score -6809180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40448 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -6809184.500000 Penalty: 5270.736328 Iteration 52Q: 3 clusters Score -6809184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40449 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -6809188.500000 Penalty: 5270.736328 Iteration 53Q: 3 clusters Score -6809188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40449 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -6809188.500000 Penalty: 5270.736328 Iteration 54F: 3 clusters Score -6809188 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -78199.703125 Penalty: 1571.971313 Iteration 0F: 2 clusters Score -78199.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76677.085938 Penalty: 3143.942627 Iteration 0F: 3 clusters Score -76677.09 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -76913.156250 Penalty: 3143.942627 Iteration 1F: 3 clusters Score -76913.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -77033.195312 Penalty: 3143.942627 Iteration 2F: 3 clusters Score -77033.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -77128.468750 Penalty: 3143.942627 Iteration 3Q: 3 clusters Score -77128.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -77165.023438 Penalty: 3143.942627 Iteration 4Q: 3 clusters Score -77165.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -77228.570312 Penalty: 3143.942627 Iteration 5Q: 3 clusters Score -77228.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -77305.726562 Penalty: 3143.942627 Iteration 6Q: 3 clusters Score -77305.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77423.820312 Penalty: 3143.942627 Iteration 7Q: 3 clusters Score -77423.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -77553.242188 Penalty: 3143.942627 Iteration 8Q: 3 clusters Score -77553.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -77688.046875 Penalty: 3143.942627 Iteration 9Q: 3 clusters Score -77688.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -77815.945312 Penalty: 3143.942627 Iteration 10Q: 3 clusters Score -77815.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -77892.468750 Penalty: 3143.942627 Iteration 11Q: 3 clusters Score -77892.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -77928.117188 Penalty: 3143.942627 Iteration 12Q: 3 clusters Score -77928.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -77951.789062 Penalty: 3143.942627 Iteration 13Q: 3 clusters Score -77951.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77986.062500 Penalty: 3143.942627 Iteration 14Q: 3 clusters Score -77986.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -78001.328125 Penalty: 3143.942627 Iteration 15Q: 3 clusters Score -78001.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78037.007812 Penalty: 3143.942627 Iteration 16Q: 3 clusters Score -78037.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -78074.039062 Penalty: 3143.942627 Iteration 17Q: 3 clusters Score -78074.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -78125.773438 Penalty: 3143.942627 Iteration 18Q: 3 clusters Score -78125.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -78145.976562 Penalty: 3143.942627 Iteration 19Q: 3 clusters Score -78145.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -78170.351562 Penalty: 3143.942627 Iteration 20F: 3 clusters Score -78170.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -78220.250000 Penalty: 3143.942627 Iteration 21Q: 3 clusters Score -78220.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -78227.539062 Penalty: 3143.942627 Iteration 22Q: 3 clusters Score -78227.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -78230.343750 Penalty: 3143.942627 Iteration 23Q: 3 clusters Score -78230.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -78253.484375 Penalty: 3143.942627 Iteration 24Q: 3 clusters Score -78253.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -78268.390625 Penalty: 3143.942627 Iteration 25Q: 3 clusters Score -78268.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -78276.820312 Penalty: 3143.942627 Iteration 26Q: 3 clusters Score -78276.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -78278.265625 Penalty: 3143.942627 Iteration 27Q: 3 clusters Score -78278.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -78287.375000 Penalty: 3143.942627 Iteration 28Q: 3 clusters Score -78287.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -78287.375000 Penalty: 3143.942627 Iteration 29F: 3 clusters Score -78287.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 273 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 286 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Mstep: Class 30 contains 232 members Mstep: Class 31 contains 293 members Entering Unmasked Estep Score: -106699600.000000 Penalty: 102990.085938 Splitting cluster 17 changes total score from -106698216.000000 to -106699600.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (20569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20569 members Entering Unmasked Estep Score: -3506843.000000 Penalty: 2463.021973 Iteration 0F: 2 clusters Score -3506843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -3492346.250000 Penalty: 4926.043945 Iteration 0F: 3 clusters Score -3492346 nChanged 9084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -3497169.250000 Penalty: 4926.043945 Iteration 1F: 3 clusters Score -3497169 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -3497517.250000 Penalty: 4926.043945 Iteration 2F: 3 clusters Score -3497517 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -3497815.500000 Penalty: 4926.043945 Iteration 3Q: 3 clusters Score -3497816 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -3498041.500000 Penalty: 4926.043945 Iteration 4Q: 3 clusters Score -3498042 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -3498223.250000 Penalty: 4926.043945 Iteration 5Q: 3 clusters Score -3498223 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -3498406.750000 Penalty: 4926.043945 Iteration 6Q: 3 clusters Score -3498407 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -3498582.750000 Penalty: 4926.043945 Iteration 7Q: 3 clusters Score -3498583 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10143 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -3498813.500000 Penalty: 4926.043945 Iteration 8Q: 3 clusters Score -3498814 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -3499068.750000 Penalty: 4926.043945 Iteration 9Q: 3 clusters Score -3499069 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -3499333.250000 Penalty: 4926.043945 Iteration 10Q: 3 clusters Score -3499333 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -3499587.250000 Penalty: 4926.043945 Iteration 11Q: 3 clusters Score -3499587 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -3499841.000000 Penalty: 4926.043945 Iteration 12Q: 3 clusters Score -3499841 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -3500195.500000 Penalty: 4926.043945 Iteration 13Q: 3 clusters Score -3500196 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -3500500.000000 Penalty: 4926.043945 Iteration 14Q: 3 clusters Score -3500500 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -3500803.750000 Penalty: 4926.043945 Iteration 15Q: 3 clusters Score -3500804 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -3501051.750000 Penalty: 4926.043945 Iteration 16Q: 3 clusters Score -3501052 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -3501309.250000 Penalty: 4926.043945 Iteration 17Q: 3 clusters Score -3501309 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -3501495.500000 Penalty: 4926.043945 Iteration 18Q: 3 clusters Score -3501496 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -3501696.000000 Penalty: 4926.043945 Iteration 19Q: 3 clusters Score -3501696 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -3501853.250000 Penalty: 4926.043945 Iteration 20F: 3 clusters Score -3501853 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -3501966.500000 Penalty: 4926.043945 Iteration 21Q: 3 clusters Score -3501966 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -3502047.000000 Penalty: 4926.043945 Iteration 22Q: 3 clusters Score -3502047 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -3502115.750000 Penalty: 4926.043945 Iteration 23Q: 3 clusters Score -3502116 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -3502156.750000 Penalty: 4926.043945 Iteration 24Q: 3 clusters Score -3502157 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -3502181.500000 Penalty: 4926.043945 Iteration 25Q: 3 clusters Score -3502182 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -3502201.500000 Penalty: 4926.043945 Iteration 26Q: 3 clusters Score -3502202 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -3502225.750000 Penalty: 4926.043945 Iteration 27Q: 3 clusters Score -3502226 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 11121 members Entering Unmasked Estep Score: -3502235.500000 Penalty: 4926.043945 Iteration 28Q: 3 clusters Score -3502236 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 11164 members Entering Unmasked Estep Score: -3502259.500000 Penalty: 4926.043945 Iteration 29Q: 3 clusters Score -3502260 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -3502274.250000 Penalty: 4926.043945 Iteration 30Q: 3 clusters Score -3502274 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -3502278.750000 Penalty: 4926.043945 Iteration 31Q: 3 clusters Score -3502279 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -3502287.000000 Penalty: 4926.043945 Iteration 32Q: 3 clusters Score -3502287 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -3502290.750000 Penalty: 4926.043945 Iteration 33Q: 3 clusters Score -3502291 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -3502290.500000 Penalty: 4926.043945 Iteration 34Q: 3 clusters Score -3502290 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -3502290.250000 Penalty: 4926.043945 Iteration 35Q: 3 clusters Score -3502290 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -3502295.750000 Penalty: 4926.043945 Iteration 36Q: 3 clusters Score -3502296 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -3502313.750000 Penalty: 4926.043945 Iteration 37Q: 3 clusters Score -3502314 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -3502312.250000 Penalty: 4926.043945 Iteration 38Q: 3 clusters Score -3502312 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -3502311.000000 Penalty: 4926.043945 Iteration 39Q: 3 clusters Score -3502311 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -3502311.750000 Penalty: 4926.043945 Iteration 40F: 3 clusters Score -3502312 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -3502316.250000 Penalty: 4926.043945 Iteration 41Q: 3 clusters Score -3502316 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -3502326.250000 Penalty: 4926.043945 Iteration 42Q: 3 clusters Score -3502326 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -3502323.750000 Penalty: 4926.043945 Iteration 43Q: 3 clusters Score -3502324 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -3502327.000000 Penalty: 4926.043945 Iteration 44Q: 3 clusters Score -3502327 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -3502331.750000 Penalty: 4926.043945 Iteration 45Q: 3 clusters Score -3502332 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -3502348.250000 Penalty: 4926.043945 Iteration 46Q: 3 clusters Score -3502348 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8975 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -3502351.000000 Penalty: 4926.043945 Iteration 47Q: 3 clusters Score -3502351 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -3502346.500000 Penalty: 4926.043945 Iteration 48Q: 3 clusters Score -3502346 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -3502342.500000 Penalty: 4926.043945 Iteration 49Q: 3 clusters Score -3502342 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -3502352.750000 Penalty: 4926.043945 Iteration 50Q: 3 clusters Score -3502353 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -3502367.000000 Penalty: 4926.043945 Iteration 51Q: 3 clusters Score -3502367 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -3502378.000000 Penalty: 4926.043945 Iteration 52Q: 3 clusters Score -3502378 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -3502372.500000 Penalty: 4926.043945 Iteration 53Q: 3 clusters Score -3502372 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -3502380.750000 Penalty: 4926.043945 Iteration 54Q: 3 clusters Score -3502381 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -3502393.000000 Penalty: 4926.043945 Iteration 55Q: 3 clusters Score -3502393 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -3502410.750000 Penalty: 4926.043945 Iteration 56Q: 3 clusters Score -3502411 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -3502400.250000 Penalty: 4926.043945 Iteration 57Q: 3 clusters Score -3502400 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -3502401.250000 Penalty: 4926.043945 Iteration 58Q: 3 clusters Score -3502401 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -3502420.500000 Penalty: 4926.043945 Iteration 59Q: 3 clusters Score -3502420 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -3502426.000000 Penalty: 4926.043945 Iteration 60F: 3 clusters Score -3502426 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -3502429.750000 Penalty: 4926.043945 Iteration 61Q: 3 clusters Score -3502430 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -3502447.500000 Penalty: 4926.043945 Iteration 62Q: 3 clusters Score -3502448 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -3502455.750000 Penalty: 4926.043945 Iteration 63Q: 3 clusters Score -3502456 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -3502454.250000 Penalty: 4926.043945 Iteration 64Q: 3 clusters Score -3502454 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -3502479.750000 Penalty: 4926.043945 Iteration 65Q: 3 clusters Score -3502480 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -3502489.000000 Penalty: 4926.043945 Iteration 66Q: 3 clusters Score -3502489 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -3502500.250000 Penalty: 4926.043945 Iteration 67Q: 3 clusters Score -3502500 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -3502504.000000 Penalty: 4926.043945 Iteration 68Q: 3 clusters Score -3502504 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -3502522.250000 Penalty: 4926.043945 Iteration 69Q: 3 clusters Score -3502522 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -3502518.750000 Penalty: 4926.043945 Iteration 70Q: 3 clusters Score -3502519 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -3502526.250000 Penalty: 4926.043945 Iteration 71Q: 3 clusters Score -3502526 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -3502517.500000 Penalty: 4926.043945 Iteration 72Q: 3 clusters Score -3502518 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -3502539.750000 Penalty: 4926.043945 Iteration 73Q: 3 clusters Score -3502540 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -3502555.250000 Penalty: 4926.043945 Iteration 74Q: 3 clusters Score -3502555 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -3502588.250000 Penalty: 4926.043945 Iteration 75Q: 3 clusters Score -3502588 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 13101 members Entering Unmasked Estep Score: -3502593.500000 Penalty: 4926.043945 Iteration 76Q: 3 clusters Score -3502594 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -3502603.000000 Penalty: 4926.043945 Iteration 77Q: 3 clusters Score -3502603 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 13272 members Entering Unmasked Estep Score: -3502626.750000 Penalty: 4926.043945 Iteration 78Q: 3 clusters Score -3502627 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -3502646.250000 Penalty: 4926.043945 Iteration 79Q: 3 clusters Score -3502646 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -3502652.750000 Penalty: 4926.043945 Iteration 80F: 3 clusters Score -3502653 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 13525 members Entering Unmasked Estep Score: -3502680.750000 Penalty: 4926.043945 Iteration 81Q: 3 clusters Score -3502681 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -3502699.750000 Penalty: 4926.043945 Iteration 82Q: 3 clusters Score -3502700 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -3502710.250000 Penalty: 4926.043945 Iteration 83Q: 3 clusters Score -3502710 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 13808 members Entering Unmasked Estep Score: -3502724.250000 Penalty: 4926.043945 Iteration 84Q: 3 clusters Score -3502724 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -3502736.750000 Penalty: 4926.043945 Iteration 85Q: 3 clusters Score -3502737 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -3502758.250000 Penalty: 4926.043945 Iteration 86Q: 3 clusters Score -3502758 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 14144 members Entering Unmasked Estep Score: -3502793.250000 Penalty: 4926.043945 Iteration 87Q: 3 clusters Score -3502793 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -3502809.500000 Penalty: 4926.043945 Iteration 88Q: 3 clusters Score -3502810 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -3502835.500000 Penalty: 4926.043945 Iteration 89Q: 3 clusters Score -3502836 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -3502860.000000 Penalty: 4926.043945 Iteration 90Q: 3 clusters Score -3502860 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 14603 members Entering Unmasked Estep Score: -3502897.000000 Penalty: 4926.043945 Iteration 91Q: 3 clusters Score -3502897 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -3502912.750000 Penalty: 4926.043945 Iteration 92Q: 3 clusters Score -3502913 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -3502949.000000 Penalty: 4926.043945 Iteration 93Q: 3 clusters Score -3502949 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 15021 members Entering Unmasked Estep Score: -3502970.000000 Penalty: 4926.043945 Iteration 94Q: 3 clusters Score -3502970 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 15154 members Entering Unmasked Estep Score: -3503011.750000 Penalty: 4926.043945 Iteration 95Q: 3 clusters Score -3503012 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 15303 members Entering Unmasked Estep Score: -3503051.750000 Penalty: 4926.043945 Iteration 96Q: 3 clusters Score -3503052 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 15459 members Entering Unmasked Estep Score: -3503099.000000 Penalty: 4926.043945 Iteration 97Q: 3 clusters Score -3503099 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -3503153.250000 Penalty: 4926.043945 Iteration 98Q: 3 clusters Score -3503153 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 15831 members Entering Unmasked Estep Score: -3503213.000000 Penalty: 4926.043945 Iteration 99Q: 3 clusters Score -3503213 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -3503270.000000 Penalty: 4926.043945 Iteration 100F: 3 clusters Score -3503270 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -3503335.000000 Penalty: 4926.043945 Iteration 101Q: 3 clusters Score -3503335 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 16434 members Entering Unmasked Estep Score: -3503420.250000 Penalty: 4926.043945 Iteration 102Q: 3 clusters Score -3503420 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 16653 members Entering Unmasked Estep Score: -3503495.000000 Penalty: 4926.043945 Iteration 103Q: 3 clusters Score -3503495 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -3503581.500000 Penalty: 4926.043945 Iteration 104Q: 3 clusters Score -3503582 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 17070 members Entering Unmasked Estep Score: -3503671.000000 Penalty: 4926.043945 Iteration 105Q: 3 clusters Score -3503671 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 17284 members Entering Unmasked Estep Score: -3503747.750000 Penalty: 4926.043945 Iteration 106Q: 3 clusters Score -3503748 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -3503808.500000 Penalty: 4926.043945 Iteration 107Q: 3 clusters Score -3503808 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 17639 members Entering Unmasked Estep Score: -3503869.500000 Penalty: 4926.043945 Iteration 108Q: 3 clusters Score -3503870 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -3503933.500000 Penalty: 4926.043945 Iteration 109Q: 3 clusters Score -3503934 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 17976 members Entering Unmasked Estep Score: -3503998.500000 Penalty: 4926.043945 Iteration 110Q: 3 clusters Score -3503998 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -3504060.750000 Penalty: 4926.043945 Iteration 111Q: 3 clusters Score -3504061 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -3504121.750000 Penalty: 4926.043945 Iteration 112Q: 3 clusters Score -3504122 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 18393 members Entering Unmasked Estep Score: -3504165.500000 Penalty: 4926.043945 Iteration 113Q: 3 clusters Score -3504166 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -3504222.000000 Penalty: 4926.043945 Iteration 114Q: 3 clusters Score -3504222 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -3504288.250000 Penalty: 4926.043945 Iteration 115Q: 3 clusters Score -3504288 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 18786 members Entering Unmasked Estep Score: -3504345.000000 Penalty: 4926.043945 Iteration 116Q: 3 clusters Score -3504345 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 18893 members Entering Unmasked Estep Score: -3504388.250000 Penalty: 4926.043945 Iteration 117Q: 3 clusters Score -3504388 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -3504438.250000 Penalty: 4926.043945 Iteration 118Q: 3 clusters Score -3504438 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 19078 members Entering Unmasked Estep Score: -3504487.750000 Penalty: 4926.043945 Iteration 119Q: 3 clusters Score -3504488 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -3504515.500000 Penalty: 4926.043945 Iteration 120F: 3 clusters Score -3504516 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 19222 members Entering Unmasked Estep Score: -3504546.750000 Penalty: 4926.043945 Iteration 121Q: 3 clusters Score -3504547 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 19280 members Entering Unmasked Estep Score: -3504569.500000 Penalty: 4926.043945 Iteration 122Q: 3 clusters Score -3504570 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -3504596.750000 Penalty: 4926.043945 Iteration 123Q: 3 clusters Score -3504597 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 19363 members Entering Unmasked Estep Score: -3504611.000000 Penalty: 4926.043945 Iteration 124Q: 3 clusters Score -3504611 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 19396 members Entering Unmasked Estep Score: -3504628.250000 Penalty: 4926.043945 Iteration 125Q: 3 clusters Score -3504628 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -3504639.000000 Penalty: 4926.043945 Iteration 126Q: 3 clusters Score -3504639 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -3504650.500000 Penalty: 4926.043945 Iteration 127Q: 3 clusters Score -3504650 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 19478 members Entering Unmasked Estep Score: -3504668.000000 Penalty: 4926.043945 Iteration 128Q: 3 clusters Score -3504668 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 19493 members Entering Unmasked Estep Score: -3504677.750000 Penalty: 4926.043945 Iteration 129Q: 3 clusters Score -3504678 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 19504 members Entering Unmasked Estep Score: -3504679.000000 Penalty: 4926.043945 Iteration 130Q: 3 clusters Score -3504679 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -3504682.750000 Penalty: 4926.043945 Iteration 131Q: 3 clusters Score -3504683 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 19530 members Entering Unmasked Estep Score: -3504685.000000 Penalty: 4926.043945 Iteration 132Q: 3 clusters Score -3504685 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -3504692.750000 Penalty: 4926.043945 Iteration 133Q: 3 clusters Score -3504693 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 19547 members Entering Unmasked Estep Score: -3504692.500000 Penalty: 4926.043945 Iteration 134Q: 3 clusters Score -3504692 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 19557 members Entering Unmasked Estep Score: -3504699.750000 Penalty: 4926.043945 Iteration 135Q: 3 clusters Score -3504700 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 19564 members Entering Unmasked Estep Score: -3504699.250000 Penalty: 4926.043945 Iteration 136Q: 3 clusters Score -3504699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 19568 members Entering Unmasked Estep Score: -3504704.250000 Penalty: 4926.043945 Iteration 137Q: 3 clusters Score -3504704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 19579 members Entering Unmasked Estep Score: -3504708.000000 Penalty: 4926.043945 Iteration 138Q: 3 clusters Score -3504708 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 19590 members Entering Unmasked Estep Score: -3504715.250000 Penalty: 4926.043945 Iteration 139Q: 3 clusters Score -3504715 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -3504724.750000 Penalty: 4926.043945 Iteration 140F: 3 clusters Score -3504725 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 19605 members Entering Unmasked Estep Score: -3504732.500000 Penalty: 4926.043945 Iteration 141Q: 3 clusters Score -3504732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -3504734.000000 Penalty: 4926.043945 Iteration 142Q: 3 clusters Score -3504734 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -3504735.250000 Penalty: 4926.043945 Iteration 143Q: 3 clusters Score -3504735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 19609 members Entering Unmasked Estep Score: -3504732.250000 Penalty: 4926.043945 Iteration 144Q: 3 clusters Score -3504732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -3504736.000000 Penalty: 4926.043945 Iteration 145Q: 3 clusters Score -3504736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -3504735.500000 Penalty: 4926.043945 Iteration 146Q: 3 clusters Score -3504736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 19616 members Entering Unmasked Estep Score: -3504737.250000 Penalty: 4926.043945 Iteration 147Q: 3 clusters Score -3504737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 19620 members Entering Unmasked Estep Score: -3504738.500000 Penalty: 4926.043945 Iteration 148Q: 3 clusters Score -3504738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -3504737.750000 Penalty: 4926.043945 Iteration 149Q: 3 clusters Score -3504738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 19628 members Entering Unmasked Estep Score: -3504745.250000 Penalty: 4926.043945 Iteration 150Q: 3 clusters Score -3504745 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 19633 members Entering Unmasked Estep Score: -3504746.250000 Penalty: 4926.043945 Iteration 151Q: 3 clusters Score -3504746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 19634 members Entering Unmasked Estep Score: -3504745.500000 Penalty: 4926.043945 Iteration 152Q: 3 clusters Score -3504746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -3504745.000000 Penalty: 4926.043945 Iteration 153Q: 3 clusters Score -3504745 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -3504746.750000 Penalty: 4926.043945 Iteration 154Q: 3 clusters Score -3504747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -3504754.000000 Penalty: 4926.043945 Iteration 155Q: 3 clusters Score -3504754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -3504753.000000 Penalty: 4926.043945 Iteration 156Q: 3 clusters Score -3504753 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -3504753.000000 Penalty: 4926.043945 Iteration 157F: 3 clusters Score -3504753 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Entering Unmasked Estep Score: -676155.187500 Penalty: 2044.855225 Iteration 0F: 2 clusters Score -676155.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -672458.687500 Penalty: 4089.710449 Iteration 0F: 3 clusters Score -672458.7 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -673266.687500 Penalty: 4089.710449 Iteration 1F: 3 clusters Score -673266.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -673404.625000 Penalty: 4089.710449 Iteration 2F: 3 clusters Score -673404.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -673484.812500 Penalty: 4089.710449 Iteration 3Q: 3 clusters Score -673484.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -673530.500000 Penalty: 4089.710449 Iteration 4Q: 3 clusters Score -673530.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -673573.937500 Penalty: 4089.710449 Iteration 5Q: 3 clusters Score -673573.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -673600.062500 Penalty: 4089.710449 Iteration 6Q: 3 clusters Score -673600.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -673624.125000 Penalty: 4089.710449 Iteration 7Q: 3 clusters Score -673624.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -673639.812500 Penalty: 4089.710449 Iteration 8Q: 3 clusters Score -673639.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -673650.562500 Penalty: 4089.710449 Iteration 9Q: 3 clusters Score -673650.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -673655.437500 Penalty: 4089.710449 Iteration 10Q: 3 clusters Score -673655.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -673659.500000 Penalty: 4089.710449 Iteration 11Q: 3 clusters Score -673659.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -673661.312500 Penalty: 4089.710449 Iteration 12Q: 3 clusters Score -673661.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -673663.687500 Penalty: 4089.710449 Iteration 13Q: 3 clusters Score -673663.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -673666.125000 Penalty: 4089.710449 Iteration 14Q: 3 clusters Score -673666.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -673672.812500 Penalty: 4089.710449 Iteration 15Q: 3 clusters Score -673672.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -673677.375000 Penalty: 4089.710449 Iteration 16Q: 3 clusters Score -673677.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -673682.125000 Penalty: 4089.710449 Iteration 17Q: 3 clusters Score -673682.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -673683.062500 Penalty: 4089.710449 Iteration 18Q: 3 clusters Score -673683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -673682.937500 Penalty: 4089.710449 Iteration 19Q: 3 clusters Score -673682.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -673683.875000 Penalty: 4089.710449 Iteration 20F: 3 clusters Score -673683.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Entering Unmasked Estep Score: -28809.324219 Penalty: 1402.686035 Iteration 0F: 2 clusters Score -28809.32 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 145 members Entering Unmasked Estep Score: -27722.908203 Penalty: 2805.372070 Iteration 0F: 3 clusters Score -27722.91 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -28004.359375 Penalty: 2805.372070 Iteration 1F: 3 clusters Score -28004.36 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -28336.804688 Penalty: 2805.372070 Iteration 2F: 3 clusters Score -28336.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28564.109375 Penalty: 2805.372070 Iteration 3F: 3 clusters Score -28564.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -28760.121094 Penalty: 2805.372070 Iteration 4Q: 3 clusters Score -28760.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -29109.480469 Penalty: 2805.372070 Iteration 5Q: 3 clusters Score -29109.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -29257.859375 Penalty: 2805.372070 Iteration 6Q: 3 clusters Score -29257.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29451.234375 Penalty: 2805.372070 Iteration 7Q: 3 clusters Score -29451.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29556.582031 Penalty: 2805.372070 Iteration 8Q: 3 clusters Score -29556.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -29733.294922 Penalty: 2805.372070 Iteration 9Q: 3 clusters Score -29733.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -29749.394531 Penalty: 2805.372070 Iteration 10Q: 3 clusters Score -29749.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -29751.750000 Penalty: 2805.372070 Iteration 11F: 3 clusters Score -29751.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -29762.082031 Penalty: 2805.372070 Iteration 12Q: 3 clusters Score -29762.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29795.541016 Penalty: 2805.372070 Iteration 13Q: 3 clusters Score -29795.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -29803.111328 Penalty: 2805.372070 Iteration 14Q: 3 clusters Score -29803.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -29803.111328 Penalty: 2805.372070 Iteration 15F: 3 clusters Score -29803.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 273 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 128 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Mstep: Class 30 contains 232 members Mstep: Class 31 contains 293 members Mstep: Class 32 contains 158 members Entering Unmasked Estep Score: -106698696.000000 Penalty: 106312.351562 Splitting cluster 20 changes total score from -106698216.000000 to -106698696.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 21 (1026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Entering Unmasked Estep Score: -155911.640625 Penalty: 1719.488892 Iteration 0F: 2 clusters Score -155911.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -153967.656250 Penalty: 3438.977783 Iteration 0F: 3 clusters Score -153967.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -154512.234375 Penalty: 3438.977783 Iteration 1F: 3 clusters Score -154512.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -155086.156250 Penalty: 3438.977783 Iteration 2F: 3 clusters Score -155086.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -155443.031250 Penalty: 3438.977783 Iteration 3F: 3 clusters Score -155443 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -155677.250000 Penalty: 3438.977783 Iteration 4F: 3 clusters Score -155677.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -155916.671875 Penalty: 3438.977783 Iteration 5Q: 3 clusters Score -155916.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -156033.406250 Penalty: 3438.977783 Iteration 6Q: 3 clusters Score -156033.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -156154.218750 Penalty: 3438.977783 Iteration 7Q: 3 clusters Score -156154.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -156219.875000 Penalty: 3438.977783 Iteration 8Q: 3 clusters Score -156219.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -156246.656250 Penalty: 3438.977783 Iteration 9Q: 3 clusters Score -156246.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -156252.156250 Penalty: 3438.977783 Iteration 10Q: 3 clusters Score -156252.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -156252.156250 Penalty: 3438.977783 Iteration 11F: 3 clusters Score -156252.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 273 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 128 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Mstep: Class 30 contains 232 members Mstep: Class 31 contains 293 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 552 members Entering Unmasked Estep Score: -106697272.000000 Penalty: 109634.609375 Splitting cluster 21 changes total score from -106698216.000000 to -106697272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (36741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36741 members Entering Unmasked Estep Score: -5777785.500000 Penalty: 2606.888672 Iteration 0F: 2 clusters Score -5777786 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18301 members Mstep: Class 2 contains 18440 members Entering Unmasked Estep Score: -5752728.500000 Penalty: 5213.777344 Iteration 0F: 3 clusters Score -5752728 nChanged 16864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -5762239.500000 Penalty: 5213.777344 Iteration 1F: 3 clusters Score -5762240 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17148 members Mstep: Class 2 contains 19593 members Entering Unmasked Estep Score: -5763094.000000 Penalty: 5213.777344 Iteration 2F: 3 clusters Score -5763094 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 20312 members Entering Unmasked Estep Score: -5763897.000000 Penalty: 5213.777344 Iteration 3F: 3 clusters Score -5763897 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15474 members Mstep: Class 2 contains 21267 members Entering Unmasked Estep Score: -5764851.500000 Penalty: 5213.777344 Iteration 4F: 3 clusters Score -5764852 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 22603 members Entering Unmasked Estep Score: -5766104.000000 Penalty: 5213.777344 Iteration 5F: 3 clusters Score -5766104 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 24237 members Entering Unmasked Estep Score: -5767563.000000 Penalty: 5213.777344 Iteration 6F: 3 clusters Score -5767563 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 26002 members Entering Unmasked Estep Score: -5769093.000000 Penalty: 5213.777344 Iteration 7F: 3 clusters Score -5769093 nChanged 2101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -5770652.000000 Penalty: 5213.777344 Iteration 8F: 3 clusters Score -5770652 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 29479 members Entering Unmasked Estep Score: -5772102.000000 Penalty: 5213.777344 Iteration 9F: 3 clusters Score -5772102 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 30851 members Entering Unmasked Estep Score: -5773229.000000 Penalty: 5213.777344 Iteration 10Q: 3 clusters Score -5773229 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 31922 members Entering Unmasked Estep Score: -5774045.000000 Penalty: 5213.777344 Iteration 11Q: 3 clusters Score -5774045 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 32741 members Entering Unmasked Estep Score: -5774547.000000 Penalty: 5213.777344 Iteration 12Q: 3 clusters Score -5774547 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 33374 members Entering Unmasked Estep Score: -5774904.500000 Penalty: 5213.777344 Iteration 13Q: 3 clusters Score -5774904 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 33855 members Entering Unmasked Estep Score: -5775165.500000 Penalty: 5213.777344 Iteration 14Q: 3 clusters Score -5775166 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 34229 members Entering Unmasked Estep Score: -5775400.500000 Penalty: 5213.777344 Iteration 15Q: 3 clusters Score -5775400 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 34541 members Entering Unmasked Estep Score: -5775584.500000 Penalty: 5213.777344 Iteration 16Q: 3 clusters Score -5775584 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 34784 members Entering Unmasked Estep Score: -5775719.000000 Penalty: 5213.777344 Iteration 17Q: 3 clusters Score -5775719 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 34971 members Entering Unmasked Estep Score: -5775820.500000 Penalty: 5213.777344 Iteration 18Q: 3 clusters Score -5775820 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 35107 members Entering Unmasked Estep Score: -5775914.000000 Penalty: 5213.777344 Iteration 19Q: 3 clusters Score -5775914 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 35212 members Entering Unmasked Estep Score: -5775966.500000 Penalty: 5213.777344 Iteration 20F: 3 clusters Score -5775966 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 35282 members Entering Unmasked Estep Score: -5776013.000000 Penalty: 5213.777344 Iteration 21Q: 3 clusters Score -5776013 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 35341 members Entering Unmasked Estep Score: -5776063.000000 Penalty: 5213.777344 Iteration 22Q: 3 clusters Score -5776063 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 35384 members Entering Unmasked Estep Score: -5776085.000000 Penalty: 5213.777344 Iteration 23Q: 3 clusters Score -5776085 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 35420 members Entering Unmasked Estep Score: -5776111.000000 Penalty: 5213.777344 Iteration 24Q: 3 clusters Score -5776111 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 35447 members Entering Unmasked Estep Score: -5776122.000000 Penalty: 5213.777344 Iteration 25Q: 3 clusters Score -5776122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 35459 members Entering Unmasked Estep Score: -5776115.500000 Penalty: 5213.777344 Iteration 26Q: 3 clusters Score -5776116 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 35471 members Entering Unmasked Estep Score: -5776121.000000 Penalty: 5213.777344 Iteration 27Q: 3 clusters Score -5776121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 35484 members Entering Unmasked Estep Score: -5776138.000000 Penalty: 5213.777344 Iteration 28Q: 3 clusters Score -5776138 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 35507 members Entering Unmasked Estep Score: -5776162.000000 Penalty: 5213.777344 Iteration 29Q: 3 clusters Score -5776162 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 35518 members Entering Unmasked Estep Score: -5776156.500000 Penalty: 5213.777344 Iteration 30Q: 3 clusters Score -5776156 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 35520 members Entering Unmasked Estep Score: -5776162.500000 Penalty: 5213.777344 Iteration 31Q: 3 clusters Score -5776162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 35522 members Entering Unmasked Estep Score: -5776161.500000 Penalty: 5213.777344 Iteration 32Q: 3 clusters Score -5776162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 35523 members Entering Unmasked Estep Score: -5776159.000000 Penalty: 5213.777344 Iteration 33Q: 3 clusters Score -5776159 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 35524 members Entering Unmasked Estep Score: -5776161.500000 Penalty: 5213.777344 Iteration 34Q: 3 clusters Score -5776162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 35526 members Entering Unmasked Estep Score: -5776162.500000 Penalty: 5213.777344 Iteration 35Q: 3 clusters Score -5776162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 35527 members Entering Unmasked Estep Score: -5776160.000000 Penalty: 5213.777344 Iteration 36Q: 3 clusters Score -5776160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 35529 members Entering Unmasked Estep Score: -5776158.000000 Penalty: 5213.777344 Iteration 37Q: 3 clusters Score -5776158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 35530 members Entering Unmasked Estep Score: -5776161.500000 Penalty: 5213.777344 Iteration 38Q: 3 clusters Score -5776162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 35533 members Entering Unmasked Estep Score: -5776167.000000 Penalty: 5213.777344 Iteration 39Q: 3 clusters Score -5776167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -5776170.000000 Penalty: 5213.777344 Iteration 40F: 3 clusters Score -5776170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -5776172.000000 Penalty: 5213.777344 Iteration 41Q: 3 clusters Score -5776172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 35541 members Entering Unmasked Estep Score: -5776176.500000 Penalty: 5213.777344 Iteration 42Q: 3 clusters Score -5776176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -5776180.500000 Penalty: 5213.777344 Iteration 43Q: 3 clusters Score -5776180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 35541 members Entering Unmasked Estep Score: -5776180.500000 Penalty: 5213.777344 Iteration 44Q: 3 clusters Score -5776180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 35546 members Entering Unmasked Estep Score: -5776185.000000 Penalty: 5213.777344 Iteration 45Q: 3 clusters Score -5776185 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 35551 members Entering Unmasked Estep Score: -5776186.500000 Penalty: 5213.777344 Iteration 46Q: 3 clusters Score -5776186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 35553 members Entering Unmasked Estep Score: -5776191.500000 Penalty: 5213.777344 Iteration 47Q: 3 clusters Score -5776192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 35552 members Entering Unmasked Estep Score: -5776200.000000 Penalty: 5213.777344 Iteration 48Q: 3 clusters Score -5776200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 35556 members Entering Unmasked Estep Score: -5776203.500000 Penalty: 5213.777344 Iteration 49Q: 3 clusters Score -5776204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 35557 members Entering Unmasked Estep Score: -5776203.000000 Penalty: 5213.777344 Iteration 50Q: 3 clusters Score -5776203 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 35561 members Entering Unmasked Estep Score: -5776205.000000 Penalty: 5213.777344 Iteration 51Q: 3 clusters Score -5776205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 35563 members Entering Unmasked Estep Score: -5776207.500000 Penalty: 5213.777344 Iteration 52Q: 3 clusters Score -5776208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 35562 members Entering Unmasked Estep Score: -5776205.500000 Penalty: 5213.777344 Iteration 53Q: 3 clusters Score -5776206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 35565 members Entering Unmasked Estep Score: -5776198.500000 Penalty: 5213.777344 Iteration 54Q: 3 clusters Score -5776198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 35570 members Entering Unmasked Estep Score: -5776206.000000 Penalty: 5213.777344 Iteration 55Q: 3 clusters Score -5776206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 35573 members Entering Unmasked Estep Score: -5776199.000000 Penalty: 5213.777344 Iteration 56Q: 3 clusters Score -5776199 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 35573 members Entering Unmasked Estep Score: -5776207.500000 Penalty: 5213.777344 Iteration 57Q: 3 clusters Score -5776208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 35580 members Entering Unmasked Estep Score: -5776206.500000 Penalty: 5213.777344 Iteration 58Q: 3 clusters Score -5776206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 35583 members Entering Unmasked Estep Score: -5776210.500000 Penalty: 5213.777344 Iteration 59Q: 3 clusters Score -5776210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 35584 members Entering Unmasked Estep Score: -5776209.500000 Penalty: 5213.777344 Iteration 60F: 3 clusters Score -5776210 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (74289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74289 members Entering Unmasked Estep Score: -11801716.000000 Penalty: 2781.498047 Iteration 0F: 2 clusters Score -1.180172e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36926 members Mstep: Class 2 contains 37363 members Entering Unmasked Estep Score: -11752076.000000 Penalty: 5562.996094 Iteration 0F: 3 clusters Score -1.175208e+07 nChanged 34881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34855 members Mstep: Class 2 contains 39434 members Entering Unmasked Estep Score: -11772301.000000 Penalty: 5562.996094 Iteration 1F: 3 clusters Score -1.17723e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33695 members Mstep: Class 2 contains 40594 members Entering Unmasked Estep Score: -11773312.000000 Penalty: 5562.996094 Iteration 2Q: 3 clusters Score -1.177331e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31980 members Mstep: Class 2 contains 42309 members Entering Unmasked Estep Score: -11774728.000000 Penalty: 5562.996094 Iteration 3Q: 3 clusters Score -1.177473e+07 nChanged 3670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29374 members Mstep: Class 2 contains 44915 members Entering Unmasked Estep Score: -11776640.000000 Penalty: 5562.996094 Iteration 4Q: 3 clusters Score -1.177664e+07 nChanged 4163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26027 members Mstep: Class 2 contains 48262 members Entering Unmasked Estep Score: -11779165.000000 Penalty: 5562.996094 Iteration 5F: 3 clusters Score -1.177916e+07 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21848 members Mstep: Class 2 contains 52441 members Entering Unmasked Estep Score: -11782477.000000 Penalty: 5562.996094 Iteration 6F: 3 clusters Score -1.178248e+07 nChanged 5001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17235 members Mstep: Class 2 contains 57054 members Entering Unmasked Estep Score: -11786340.000000 Penalty: 5562.996094 Iteration 7F: 3 clusters Score -1.178634e+07 nChanged 4688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 61508 members Entering Unmasked Estep Score: -11790078.000000 Penalty: 5562.996094 Iteration 8F: 3 clusters Score -1.179008e+07 nChanged 3906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 65274 members Entering Unmasked Estep Score: -11793081.000000 Penalty: 5562.996094 Iteration 9F: 3 clusters Score -1.179308e+07 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 68161 members Entering Unmasked Estep Score: -11795445.000000 Penalty: 5562.996094 Iteration 10Q: 3 clusters Score -1.179544e+07 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 70155 members Entering Unmasked Estep Score: -11797055.000000 Penalty: 5562.996094 Iteration 11Q: 3 clusters Score -1.179706e+07 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 71467 members Entering Unmasked Estep Score: -11798028.000000 Penalty: 5562.996094 Iteration 12Q: 3 clusters Score -1.179803e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 72261 members Entering Unmasked Estep Score: -11798656.000000 Penalty: 5562.996094 Iteration 13Q: 3 clusters Score -1.179866e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 72745 members Entering Unmasked Estep Score: -11799012.000000 Penalty: 5562.996094 Iteration 14Q: 3 clusters Score -1.179901e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 72993 members Entering Unmasked Estep Score: -11799247.000000 Penalty: 5562.996094 Iteration 15Q: 3 clusters Score -1.179925e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 73143 members Entering Unmasked Estep Score: -11799391.000000 Penalty: 5562.996094 Iteration 16Q: 3 clusters Score -1.179939e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 73231 members Entering Unmasked Estep Score: -11799495.000000 Penalty: 5562.996094 Iteration 17Q: 3 clusters Score -1.17995e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 73275 members Entering Unmasked Estep Score: -11799554.000000 Penalty: 5562.996094 Iteration 18Q: 3 clusters Score -1.179955e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 73302 members Entering Unmasked Estep Score: -11799607.000000 Penalty: 5562.996094 Iteration 19Q: 3 clusters Score -1.179961e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 73327 members Entering Unmasked Estep Score: -11799629.000000 Penalty: 5562.996094 Iteration 20F: 3 clusters Score -1.179963e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 73345 members Entering Unmasked Estep Score: -11799669.000000 Penalty: 5562.996094 Iteration 21Q: 3 clusters Score -1.179967e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 73348 members Entering Unmasked Estep Score: -11799689.000000 Penalty: 5562.996094 Iteration 22Q: 3 clusters Score -1.179969e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 73348 members Entering Unmasked Estep Score: -11799710.000000 Penalty: 5562.996094 Iteration 23Q: 3 clusters Score -1.179971e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 73355 members Entering Unmasked Estep Score: -11799734.000000 Penalty: 5562.996094 Iteration 24Q: 3 clusters Score -1.179973e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 73363 members Entering Unmasked Estep Score: -11799736.000000 Penalty: 5562.996094 Iteration 25Q: 3 clusters Score -1.179974e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73357 members Entering Unmasked Estep Score: -11799746.000000 Penalty: 5562.996094 Iteration 26Q: 3 clusters Score -1.179975e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 73356 members Entering Unmasked Estep Score: -11799750.000000 Penalty: 5562.996094 Iteration 27Q: 3 clusters Score -1.179975e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73357 members Entering Unmasked Estep Score: -11799754.000000 Penalty: 5562.996094 Iteration 28Q: 3 clusters Score -1.179975e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73357 members Entering Unmasked Estep Score: -11799739.000000 Penalty: 5562.996094 Iteration 29Q: 3 clusters Score -1.179974e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 73354 members Entering Unmasked Estep Score: -11799748.000000 Penalty: 5562.996094 Iteration 30Q: 3 clusters Score -1.179975e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 73354 members Entering Unmasked Estep Score: -11799753.000000 Penalty: 5562.996094 Iteration 31Q: 3 clusters Score -1.179975e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 73354 members Entering Unmasked Estep Score: -11799757.000000 Penalty: 5562.996094 Iteration 32Q: 3 clusters Score -1.179976e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 73353 members Entering Unmasked Estep Score: -11799765.000000 Penalty: 5562.996094 Iteration 33Q: 3 clusters Score -1.179976e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 73353 members Entering Unmasked Estep Score: -11799768.000000 Penalty: 5562.996094 Iteration 34Q: 3 clusters Score -1.179977e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 73355 members Entering Unmasked Estep Score: -11799770.000000 Penalty: 5562.996094 Iteration 35Q: 3 clusters Score -1.179977e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 73356 members Entering Unmasked Estep Score: -11799771.000000 Penalty: 5562.996094 Iteration 36Q: 3 clusters Score -1.179977e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73357 members Entering Unmasked Estep Score: -11799771.000000 Penalty: 5562.996094 Iteration 37Q: 3 clusters Score -1.179977e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 73357 members Entering Unmasked Estep Score: -11799771.000000 Penalty: 5562.996094 Iteration 38F: 3 clusters Score -1.179977e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -269529.437500 Penalty: 1846.897705 Iteration 0F: 2 clusters Score -269529.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -267127.875000 Penalty: 3693.795410 Iteration 0F: 3 clusters Score -267127.9 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -267562.812500 Penalty: 3693.795410 Iteration 1F: 3 clusters Score -267562.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -267679.468750 Penalty: 3693.795410 Iteration 2F: 3 clusters Score -267679.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -267752.406250 Penalty: 3693.795410 Iteration 3Q: 3 clusters Score -267752.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -267821.375000 Penalty: 3693.795410 Iteration 4Q: 3 clusters Score -267821.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -267892.718750 Penalty: 3693.795410 Iteration 5Q: 3 clusters Score -267892.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -267942.875000 Penalty: 3693.795410 Iteration 6Q: 3 clusters Score -267942.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -267976.968750 Penalty: 3693.795410 Iteration 7Q: 3 clusters Score -267977 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -268014.375000 Penalty: 3693.795410 Iteration 8Q: 3 clusters Score -268014.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -268041.062500 Penalty: 3693.795410 Iteration 9Q: 3 clusters Score -268041.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -268060.906250 Penalty: 3693.795410 Iteration 10Q: 3 clusters Score -268060.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -268083.812500 Penalty: 3693.795410 Iteration 11Q: 3 clusters Score -268083.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -268102.812500 Penalty: 3693.795410 Iteration 12Q: 3 clusters Score -268102.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -268129.031250 Penalty: 3693.795410 Iteration 13Q: 3 clusters Score -268129 nChanged 29 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: -268163.750000 Penalty: 3693.795410 Iteration 14Q: 3 clusters Score -268163.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -268209.468750 Penalty: 3693.795410 Iteration 15Q: 3 clusters Score -268209.5 nChanged 32 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: -268236.781250 Penalty: 3693.795410 Iteration 16Q: 3 clusters Score -268236.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -268255.468750 Penalty: 3693.795410 Iteration 17Q: 3 clusters Score -268255.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -268271.718750 Penalty: 3693.795410 Iteration 18Q: 3 clusters Score -268271.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -268286.843750 Penalty: 3693.795410 Iteration 19Q: 3 clusters Score -268286.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -268302.687500 Penalty: 3693.795410 Iteration 20F: 3 clusters Score -268302.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -268318.250000 Penalty: 3693.795410 Iteration 21Q: 3 clusters Score -268318.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -268349.343750 Penalty: 3693.795410 Iteration 22Q: 3 clusters Score -268349.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -268388.968750 Penalty: 3693.795410 Iteration 23Q: 3 clusters Score -268389 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -268451.187500 Penalty: 3693.795410 Iteration 24Q: 3 clusters Score -268451.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -268551.468750 Penalty: 3693.795410 Iteration 25Q: 3 clusters Score -268551.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -268650.812500 Penalty: 3693.795410 Iteration 26Q: 3 clusters Score -268650.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -268753.718750 Penalty: 3693.795410 Iteration 27Q: 3 clusters Score -268753.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -268810.781250 Penalty: 3693.795410 Iteration 28Q: 3 clusters Score -268810.8 nChanged 34 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: -268855.812500 Penalty: 3693.795410 Iteration 29Q: 3 clusters Score -268855.8 nChanged 28 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: -268881.406250 Penalty: 3693.795410 Iteration 30Q: 3 clusters Score -268881.4 nChanged 14 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: -268892.218750 Penalty: 3693.795410 Iteration 31Q: 3 clusters Score -268892.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -268898.562500 Penalty: 3693.795410 Iteration 32Q: 3 clusters Score -268898.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -268906.500000 Penalty: 3693.795410 Iteration 33Q: 3 clusters Score -268906.5 nChanged 3 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: -268910.093750 Penalty: 3693.795410 Iteration 34Q: 3 clusters Score -268910.1 nChanged 2 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: -268911.687500 Penalty: 3693.795410 Iteration 35Q: 3 clusters Score -268911.7 nChanged 0 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: -268911.687500 Penalty: 3693.795410 Iteration 36F: 3 clusters Score -268911.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (97120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97120 members Entering Unmasked Estep Score: -16252795.000000 Penalty: 2847.958252 Iteration 0F: 2 clusters Score -1.62528e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48601 members Mstep: Class 2 contains 48519 members Entering Unmasked Estep Score: -16199876.000000 Penalty: 5695.916504 Iteration 0F: 3 clusters Score -1.619988e+07 nChanged 45779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49170 members Mstep: Class 2 contains 47950 members Entering Unmasked Estep Score: -16225992.000000 Penalty: 5695.916504 Iteration 1F: 3 clusters Score -1.622599e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49385 members Mstep: Class 2 contains 47735 members Entering Unmasked Estep Score: -16226743.000000 Penalty: 5695.916504 Iteration 2Q: 3 clusters Score -1.622674e+07 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49731 members Mstep: Class 2 contains 47389 members Entering Unmasked Estep Score: -16227489.000000 Penalty: 5695.916504 Iteration 3Q: 3 clusters Score -1.622749e+07 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50097 members Mstep: Class 2 contains 47023 members Entering Unmasked Estep Score: -16228114.000000 Penalty: 5695.916504 Iteration 4Q: 3 clusters Score -1.622811e+07 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50684 members Mstep: Class 2 contains 46436 members Entering Unmasked Estep Score: -16228796.000000 Penalty: 5695.916504 Iteration 5Q: 3 clusters Score -1.62288e+07 nChanged 2943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51575 members Mstep: Class 2 contains 45545 members Entering Unmasked Estep Score: -16229580.000000 Penalty: 5695.916504 Iteration 6Q: 3 clusters Score -1.622958e+07 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52805 members Mstep: Class 2 contains 44315 members Entering Unmasked Estep Score: -16230394.000000 Penalty: 5695.916504 Iteration 7Q: 3 clusters Score -1.623039e+07 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54655 members Mstep: Class 2 contains 42465 members Entering Unmasked Estep Score: -16231371.000000 Penalty: 5695.916504 Iteration 8Q: 3 clusters Score -1.623137e+07 nChanged 3811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57260 members Mstep: Class 2 contains 39860 members Entering Unmasked Estep Score: -16232635.000000 Penalty: 5695.916504 Iteration 9Q: 3 clusters Score -1.623264e+07 nChanged 4462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60856 members Mstep: Class 2 contains 36264 members Entering Unmasked Estep Score: -16234492.000000 Penalty: 5695.916504 Iteration 10Q: 3 clusters Score -1.623449e+07 nChanged 5321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65543 members Mstep: Class 2 contains 31577 members Entering Unmasked Estep Score: -16237130.000000 Penalty: 5695.916504 Iteration 11F: 3 clusters Score -1.623713e+07 nChanged 5925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71056 members Mstep: Class 2 contains 26064 members Entering Unmasked Estep Score: -16240257.000000 Penalty: 5695.916504 Iteration 12F: 3 clusters Score -1.624026e+07 nChanged 6097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76829 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -16243411.000000 Penalty: 5695.916504 Iteration 13F: 3 clusters Score -1.624341e+07 nChanged 5423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82014 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -16245807.000000 Penalty: 5695.916504 Iteration 14F: 3 clusters Score -1.624581e+07 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85965 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -16247420.000000 Penalty: 5695.916504 Iteration 15Q: 3 clusters Score -1.624742e+07 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88870 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -16248629.000000 Penalty: 5695.916504 Iteration 16Q: 3 clusters Score -1.624863e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91012 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -16249557.000000 Penalty: 5695.916504 Iteration 17Q: 3 clusters Score -1.624956e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92527 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -16250197.000000 Penalty: 5695.916504 Iteration 18Q: 3 clusters Score -1.62502e+07 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93590 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -16250540.000000 Penalty: 5695.916504 Iteration 19Q: 3 clusters Score -1.625054e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94353 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -16250739.000000 Penalty: 5695.916504 Iteration 20F: 3 clusters Score -1.625074e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94873 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -16250757.000000 Penalty: 5695.916504 Iteration 21Q: 3 clusters Score -1.625076e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95255 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -16250794.000000 Penalty: 5695.916504 Iteration 22Q: 3 clusters Score -1.625079e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95518 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -16250893.000000 Penalty: 5695.916504 Iteration 23Q: 3 clusters Score -1.625089e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95708 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -16250932.000000 Penalty: 5695.916504 Iteration 24Q: 3 clusters Score -1.625093e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95853 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -16250903.000000 Penalty: 5695.916504 Iteration 25Q: 3 clusters Score -1.62509e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95968 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -16250939.000000 Penalty: 5695.916504 Iteration 26Q: 3 clusters Score -1.625094e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96050 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -16250942.000000 Penalty: 5695.916504 Iteration 27Q: 3 clusters Score -1.625094e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96118 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -16250950.000000 Penalty: 5695.916504 Iteration 28Q: 3 clusters Score -1.625095e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96165 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -16250974.000000 Penalty: 5695.916504 Iteration 29Q: 3 clusters Score -1.625097e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96203 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -16250994.000000 Penalty: 5695.916504 Iteration 30Q: 3 clusters Score -1.625099e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96237 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -16251023.000000 Penalty: 5695.916504 Iteration 31Q: 3 clusters Score -1.625102e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96273 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -16251062.000000 Penalty: 5695.916504 Iteration 32Q: 3 clusters Score -1.625106e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96300 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -16251069.000000 Penalty: 5695.916504 Iteration 33Q: 3 clusters Score -1.625107e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96315 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -16251063.000000 Penalty: 5695.916504 Iteration 34Q: 3 clusters Score -1.625106e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96327 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -16251075.000000 Penalty: 5695.916504 Iteration 35Q: 3 clusters Score -1.625108e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96337 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -16251073.000000 Penalty: 5695.916504 Iteration 36Q: 3 clusters Score -1.625107e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96349 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -16251115.000000 Penalty: 5695.916504 Iteration 37Q: 3 clusters Score -1.625112e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96355 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -16251107.000000 Penalty: 5695.916504 Iteration 38Q: 3 clusters Score -1.625111e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96367 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -16251105.000000 Penalty: 5695.916504 Iteration 39Q: 3 clusters Score -1.62511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96377 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -16251125.000000 Penalty: 5695.916504 Iteration 40F: 3 clusters Score -1.625112e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96384 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -16251129.000000 Penalty: 5695.916504 Iteration 41Q: 3 clusters Score -1.625113e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96390 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -16251127.000000 Penalty: 5695.916504 Iteration 42Q: 3 clusters Score -1.625113e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96394 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -16251132.000000 Penalty: 5695.916504 Iteration 43Q: 3 clusters Score -1.625113e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96397 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -16251133.000000 Penalty: 5695.916504 Iteration 44Q: 3 clusters Score -1.625113e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96401 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -16251118.000000 Penalty: 5695.916504 Iteration 45Q: 3 clusters Score -1.625112e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96404 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -16251127.000000 Penalty: 5695.916504 Iteration 46Q: 3 clusters Score -1.625113e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96409 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -16251114.000000 Penalty: 5695.916504 Iteration 47Q: 3 clusters Score -1.625111e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96414 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -16251113.000000 Penalty: 5695.916504 Iteration 48Q: 3 clusters Score -1.625111e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96419 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -16251113.000000 Penalty: 5695.916504 Iteration 49Q: 3 clusters Score -1.625111e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96426 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -16251112.000000 Penalty: 5695.916504 Iteration 50Q: 3 clusters Score -1.625111e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96432 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -16251107.000000 Penalty: 5695.916504 Iteration 51Q: 3 clusters Score -1.625111e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96446 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -16251099.000000 Penalty: 5695.916504 Iteration 52Q: 3 clusters Score -1.62511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96454 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -16251110.000000 Penalty: 5695.916504 Iteration 53Q: 3 clusters Score -1.625111e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96455 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -16251116.000000 Penalty: 5695.916504 Iteration 54Q: 3 clusters Score -1.625112e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96462 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -16251121.000000 Penalty: 5695.916504 Iteration 55Q: 3 clusters Score -1.625112e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96468 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -16251120.000000 Penalty: 5695.916504 Iteration 56Q: 3 clusters Score -1.625112e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96471 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -16251134.000000 Penalty: 5695.916504 Iteration 57Q: 3 clusters Score -1.625113e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96470 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -16251135.000000 Penalty: 5695.916504 Iteration 58Q: 3 clusters Score -1.625114e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96470 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -16251135.000000 Penalty: 5695.916504 Iteration 59F: 3 clusters Score -1.625114e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Entering Unmasked Estep Score: -17510.955078 Penalty: 1383.773071 Iteration 0F: 2 clusters Score -17510.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16463.392578 Penalty: 2767.546143 Iteration 0F: 3 clusters Score -16463.39 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -16993.542969 Penalty: 2767.546143 Iteration 1F: 3 clusters Score -16993.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -17368.203125 Penalty: 2767.546143 Iteration 2F: 3 clusters Score -17368.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -17577.390625 Penalty: 2767.546143 Iteration 3Q: 3 clusters Score -17577.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -17961.781250 Penalty: 2767.546143 Iteration 4F: 3 clusters Score -17961.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18287.455078 Penalty: 2767.546143 Iteration 5Q: 3 clusters Score -18287.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -18651.123047 Penalty: 2767.546143 Iteration 6Q: 3 clusters Score -18651.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -18693.160156 Penalty: 2767.546143 Iteration 7Q: 3 clusters Score -18693.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18719.111328 Penalty: 2767.546143 Iteration 8Q: 3 clusters Score -18719.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18748.587891 Penalty: 2767.546143 Iteration 9Q: 3 clusters Score -18748.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -18754.662109 Penalty: 2767.546143 Iteration 10Q: 3 clusters Score -18754.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -18754.662109 Penalty: 2767.546143 Iteration 11F: 3 clusters Score -18754.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 273 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 128 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 162 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 71236 members Mstep: Class 29 contains 463 members Mstep: Class 30 contains 232 members Mstep: Class 31 contains 293 members Mstep: Class 32 contains 158 members Mstep: Class 33 contains 103 members Entering Unmasked Estep Score: -106698008.000000 Penalty: 109634.609375 Splitting cluster 26 changes total score from -106698216.000000 to -106698008.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -50677.296875 Penalty: 1457.678467 Iteration 0F: 2 clusters Score -50677.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -49368.335938 Penalty: 2915.356934 Iteration 0F: 3 clusters Score -49368.34 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -49547.937500 Penalty: 2915.356934 Iteration 1F: 3 clusters Score -49547.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -49592.589844 Penalty: 2915.356934 Iteration 2Q: 3 clusters Score -49592.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -49660.152344 Penalty: 2915.356934 Iteration 3Q: 3 clusters Score -49660.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -49702.992188 Penalty: 2915.356934 Iteration 4Q: 3 clusters Score -49702.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -49721.867188 Penalty: 2915.356934 Iteration 5Q: 3 clusters Score -49721.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -49733.285156 Penalty: 2915.356934 Iteration 6Q: 3 clusters Score -49733.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -49759.968750 Penalty: 2915.356934 Iteration 7Q: 3 clusters Score -49759.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -49768.968750 Penalty: 2915.356934 Iteration 8Q: 3 clusters Score -49768.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -49770.218750 Penalty: 2915.356934 Iteration 9Q: 3 clusters Score -49770.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -49772.117188 Penalty: 2915.356934 Iteration 10Q: 3 clusters Score -49772.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -49774.011719 Penalty: 2915.356934 Iteration 11Q: 3 clusters Score -49774.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -49774.011719 Penalty: 2915.356934 Iteration 12F: 3 clusters Score -49774.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4384 members Mstep: Class 3 contains 6457 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67646 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23933 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 2978 members Mstep: Class 12 contains 12297 members Mstep: Class 13 contains 30114 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 7339 members Mstep: Class 16 contains 41212 members Mstep: Class 17 contains 273 members Mstep: Class 18 contains 20569 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 128 members Mstep: Class 21 contains 1026 members Mstep: Class 22 contains 36741 members Mstep: Class 23 contains 74289 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 97120 members Mstep: Class 26 contains 265 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 2952.768311 but Gain 3322.265625 Score: -106702936.000000 Penalty: 102990.085938 Iteration 127F: 32 clusters Score -1.067029e+08 nChanged 7670 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4388 members Mstep: Class 3 contains 6452 members Mstep: Class 4 contains 69636 members Mstep: Class 5 contains 67938 members Mstep: Class 6 contains 4604 members Mstep: Class 7 contains 23884 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1549 members Mstep: Class 10 contains 863 members Mstep: Class 11 contains 2973 members Mstep: Class 12 contains 12311 members Mstep: Class 13 contains 30257 members Mstep: Class 14 contains 451 members Mstep: Class 15 contains 7026 members Mstep: Class 16 contains 41215 members Mstep: Class 18 contains 20964 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 149 members Mstep: Class 21 contains 1020 members Mstep: Class 22 contains 36679 members Mstep: Class 23 contains 74296 members Mstep: Class 24 contains 1764 members Mstep: Class 25 contains 96903 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 71014 members Mstep: Class 29 contains 468 members Mstep: Class 30 contains 255 members Mstep: Class 31 contains 398 members Mstep: Class 32 contains 176 members Entering Unmasked Estep ConsiderDeletion Score: -106706344.000000 Penalty: 102990.085938 Iteration 128Q: 32 clusters Score -1.067063e+08 nChanged 3477 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 4389 members Mstep: Class 3 contains 6440 members Mstep: Class 4 contains 69633 members Mstep: Class 5 contains 68133 members Mstep: Class 6 contains 4613 members Mstep: Class 7 contains 23849 members Mstep: Class 8 contains 72487 members Mstep: Class 9 contains 1545 members Mstep: Class 10 contains 866 members Mstep: Class 11 contains 2964 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30297 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 6856 members Mstep: Class 16 contains 41199 members Mstep: Class 18 contains 21288 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 142 members Mstep: Class 21 contains 1017 members Mstep: Class 22 contains 36801 members Mstep: Class 23 contains 74286 members Mstep: Class 24 contains 1739 members Mstep: Class 25 contains 96701 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 353 members Mstep: Class 28 contains 70722 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 278 members Mstep: Class 31 contains 412 members Mstep: Class 32 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -106707448.000000 Penalty: 102990.085938 Iteration 129Q: 32 clusters Score -1.067074e+08 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 4386 members Mstep: Class 3 contains 6426 members Mstep: Class 4 contains 69629 members Mstep: Class 5 contains 68244 members Mstep: Class 6 contains 4630 members Mstep: Class 7 contains 23851 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 867 members Mstep: Class 11 contains 2952 members Mstep: Class 12 contains 12352 members Mstep: Class 13 contains 30303 members Mstep: Class 14 contains 496 members Mstep: Class 15 contains 6757 members Mstep: Class 16 contains 41189 members Mstep: Class 18 contains 21600 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 1016 members Mstep: Class 22 contains 36894 members Mstep: Class 23 contains 74280 members Mstep: Class 24 contains 1734 members Mstep: Class 25 contains 96526 members Mstep: Class 26 contains 250 members Mstep: Class 27 contains 353 members Mstep: Class 28 contains 70450 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 300 members Mstep: Class 31 contains 415 members Mstep: Class 32 contains 178 members Entering Unmasked Estep ConsiderDeletion Score: -106707856.000000 Penalty: 102990.085938 Iteration 130Q: 32 clusters Score -1.067079e+08 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6413 members Mstep: Class 4 contains 69630 members Mstep: Class 5 contains 68264 members Mstep: Class 6 contains 4648 members Mstep: Class 7 contains 23862 members Mstep: Class 8 contains 72488 members Mstep: Class 9 contains 1574 members Mstep: Class 10 contains 870 members Mstep: Class 11 contains 2952 members Mstep: Class 12 contains 12357 members Mstep: Class 13 contains 30283 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 6700 members Mstep: Class 16 contains 41184 members Mstep: Class 18 contains 21888 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 142 members Mstep: Class 21 contains 1014 members Mstep: Class 22 contains 36993 members Mstep: Class 23 contains 74258 members Mstep: Class 24 contains 1726 members Mstep: Class 25 contains 96392 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 352 members Mstep: Class 28 contains 70219 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 311 members Mstep: Class 31 contains 416 members Mstep: Class 32 contains 183 members Entering Unmasked Estep ConsiderDeletion Score: -106708392.000000 Penalty: 102990.085938 Iteration 131Q: 32 clusters Score -1.067084e+08 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 4382 members Mstep: Class 3 contains 6412 members Mstep: Class 4 contains 69633 members Mstep: Class 5 contains 68240 members Mstep: Class 6 contains 4658 members Mstep: Class 7 contains 23869 members Mstep: Class 8 contains 72493 members Mstep: Class 9 contains 1587 members Mstep: Class 10 contains 870 members Mstep: Class 11 contains 2946 members Mstep: Class 12 contains 12358 members Mstep: Class 13 contains 30280 members Mstep: Class 14 contains 511 members Mstep: Class 15 contains 6648 members Mstep: Class 16 contains 41176 members Mstep: Class 18 contains 22109 members Mstep: Class 19 contains 3817 members Mstep: Class 20 contains 142 members Mstep: Class 21 contains 1012 members Mstep: Class 22 contains 37087 members Mstep: Class 23 contains 74244 members Mstep: Class 24 contains 1721 members Mstep: Class 25 contains 96295 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 70041 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 328 members Mstep: Class 31 contains 419 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106708792.000000 Penalty: 102990.085938 Iteration 132Q: 32 clusters Score -1.067088e+08 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6404 members Mstep: Class 4 contains 69633 members Mstep: Class 5 contains 68187 members Mstep: Class 6 contains 4666 members Mstep: Class 7 contains 23887 members Mstep: Class 8 contains 72496 members Mstep: Class 9 contains 1621 members Mstep: Class 10 contains 870 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12355 members Mstep: Class 13 contains 30258 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 6610 members Mstep: Class 16 contains 41168 members Mstep: Class 18 contains 22313 members Mstep: Class 19 contains 3824 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 1011 members Mstep: Class 22 contains 37168 members Mstep: Class 23 contains 74242 members Mstep: Class 24 contains 1720 members Mstep: Class 25 contains 96223 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69889 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 335 members Mstep: Class 31 contains 417 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106708968.000000 Penalty: 102990.085938 Iteration 133Q: 32 clusters Score -1.06709e+08 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6401 members Mstep: Class 4 contains 69633 members Mstep: Class 5 contains 68140 members Mstep: Class 6 contains 4672 members Mstep: Class 7 contains 23901 members Mstep: Class 8 contains 72501 members Mstep: Class 9 contains 1648 members Mstep: Class 10 contains 868 members Mstep: Class 11 contains 2942 members Mstep: Class 12 contains 12351 members Mstep: Class 13 contains 30243 members Mstep: Class 14 contains 515 members Mstep: Class 15 contains 6580 members Mstep: Class 16 contains 41164 members Mstep: Class 18 contains 22486 members Mstep: Class 19 contains 3828 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 1009 members Mstep: Class 22 contains 37222 members Mstep: Class 23 contains 74235 members Mstep: Class 24 contains 1717 members Mstep: Class 25 contains 96166 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 359 members Mstep: Class 28 contains 69764 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 347 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709184.000000 Penalty: 102990.085938 Iteration 134Q: 32 clusters Score -1.067092e+08 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6402 members Mstep: Class 4 contains 69628 members Mstep: Class 5 contains 68083 members Mstep: Class 6 contains 4676 members Mstep: Class 7 contains 23908 members Mstep: Class 8 contains 72509 members Mstep: Class 9 contains 1687 members Mstep: Class 10 contains 872 members Mstep: Class 11 contains 2940 members Mstep: Class 12 contains 12346 members Mstep: Class 13 contains 30226 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 6556 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 22621 members Mstep: Class 19 contains 3832 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 1005 members Mstep: Class 22 contains 37261 members Mstep: Class 23 contains 74229 members Mstep: Class 24 contains 1717 members Mstep: Class 25 contains 96138 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 359 members Mstep: Class 28 contains 69664 members Mstep: Class 29 contains 472 members Mstep: Class 30 contains 354 members Mstep: Class 31 contains 417 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709224.000000 Penalty: 102990.085938 Iteration 135Q: 32 clusters Score -1.067092e+08 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6410 members Mstep: Class 4 contains 69626 members Mstep: Class 5 contains 68013 members Mstep: Class 6 contains 4681 members Mstep: Class 7 contains 23913 members Mstep: Class 8 contains 72517 members Mstep: Class 9 contains 1719 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 2938 members Mstep: Class 12 contains 12346 members Mstep: Class 13 contains 30207 members Mstep: Class 14 contains 518 members Mstep: Class 15 contains 6543 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 22755 members Mstep: Class 19 contains 3835 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 999 members Mstep: Class 22 contains 37297 members Mstep: Class 23 contains 74218 members Mstep: Class 24 contains 1716 members Mstep: Class 25 contains 96096 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 359 members Mstep: Class 28 contains 69583 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 362 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709232.000000 Penalty: 102990.085938 Iteration 136Q: 32 clusters Score -1.067092e+08 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6415 members Mstep: Class 4 contains 69627 members Mstep: Class 5 contains 67953 members Mstep: Class 6 contains 4682 members Mstep: Class 7 contains 23899 members Mstep: Class 8 contains 72520 members Mstep: Class 9 contains 1749 members Mstep: Class 10 contains 886 members Mstep: Class 11 contains 2938 members Mstep: Class 12 contains 12343 members Mstep: Class 13 contains 30198 members Mstep: Class 14 contains 517 members Mstep: Class 15 contains 6534 members Mstep: Class 16 contains 41165 members Mstep: Class 18 contains 22859 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 990 members Mstep: Class 22 contains 37335 members Mstep: Class 23 contains 74209 members Mstep: Class 24 contains 1716 members Mstep: Class 25 contains 96058 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 69529 members Mstep: Class 29 contains 473 members Mstep: Class 30 contains 373 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709352.000000 Penalty: 102990.085938 Iteration 137Q: 32 clusters Score -1.067094e+08 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6427 members Mstep: Class 4 contains 69628 members Mstep: Class 5 contains 67891 members Mstep: Class 6 contains 4682 members Mstep: Class 7 contains 23891 members Mstep: Class 8 contains 72524 members Mstep: Class 9 contains 1777 members Mstep: Class 10 contains 893 members Mstep: Class 11 contains 2939 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30194 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 6524 members Mstep: Class 16 contains 41167 members Mstep: Class 18 contains 22955 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 985 members Mstep: Class 22 contains 37367 members Mstep: Class 23 contains 74202 members Mstep: Class 24 contains 1716 members Mstep: Class 25 contains 96028 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69472 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 379 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709576.000000 Penalty: 102990.085938 Iteration 138Q: 32 clusters Score -1.067096e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6434 members Mstep: Class 4 contains 69627 members Mstep: Class 5 contains 67843 members Mstep: Class 6 contains 4682 members Mstep: Class 7 contains 23874 members Mstep: Class 8 contains 72526 members Mstep: Class 9 contains 1799 members Mstep: Class 10 contains 895 members Mstep: Class 11 contains 2940 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30196 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 6520 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23047 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 982 members Mstep: Class 22 contains 37387 members Mstep: Class 23 contains 74199 members Mstep: Class 24 contains 1715 members Mstep: Class 25 contains 96007 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 69407 members Mstep: Class 29 contains 475 members Mstep: Class 30 contains 389 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709376.000000 Penalty: 102990.085938 Iteration 139Q: 32 clusters Score -1.067094e+08 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6447 members Mstep: Class 4 contains 69627 members Mstep: Class 5 contains 67801 members Mstep: Class 6 contains 4683 members Mstep: Class 7 contains 23852 members Mstep: Class 8 contains 72528 members Mstep: Class 9 contains 1810 members Mstep: Class 10 contains 895 members Mstep: Class 11 contains 2940 members Mstep: Class 12 contains 12339 members Mstep: Class 13 contains 30192 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 6520 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23129 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 982 members Mstep: Class 22 contains 37419 members Mstep: Class 23 contains 74196 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 95988 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 357 members Mstep: Class 28 contains 69344 members Mstep: Class 29 contains 475 members Mstep: Class 30 contains 400 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -106709504.000000 Penalty: 102990.085938 Iteration 140F: 32 clusters Score -1.067095e+08 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6461 members Mstep: Class 4 contains 69626 members Mstep: Class 5 contains 67758 members Mstep: Class 6 contains 4679 members Mstep: Class 7 contains 23841 members Mstep: Class 8 contains 72531 members Mstep: Class 9 contains 1810 members Mstep: Class 10 contains 898 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12336 members Mstep: Class 13 contains 30198 members Mstep: Class 14 contains 525 members Mstep: Class 15 contains 6518 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23198 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 980 members Mstep: Class 22 contains 37430 members Mstep: Class 23 contains 74193 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 95978 members Mstep: Class 26 contains 247 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69302 members Mstep: Class 29 contains 475 members Mstep: Class 30 contains 409 members Mstep: Class 31 contains 419 members Mstep: Class 32 contains 186 members Entering Unmasked Estep ConsiderDeletion Score: -106709584.000000 Penalty: 102990.085938 Iteration 141Q: 32 clusters Score -1.067096e+08 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6464 members Mstep: Class 4 contains 69625 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 4686 members Mstep: Class 7 contains 23837 members Mstep: Class 8 contains 72530 members Mstep: Class 9 contains 1817 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12336 members Mstep: Class 13 contains 30197 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 6516 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23256 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 141 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37450 members Mstep: Class 23 contains 74187 members Mstep: Class 24 contains 1712 members Mstep: Class 25 contains 95970 members Mstep: Class 26 contains 244 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69258 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 414 members Mstep: Class 31 contains 420 members Mstep: Class 32 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -106709760.000000 Penalty: 102990.085938 Iteration 142Q: 32 clusters Score -1.067098e+08 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6473 members Mstep: Class 4 contains 69624 members Mstep: Class 5 contains 67690 members Mstep: Class 6 contains 4689 members Mstep: Class 7 contains 23829 members Mstep: Class 8 contains 72534 members Mstep: Class 9 contains 1820 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30193 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41166 members Mstep: Class 18 contains 23318 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37465 members Mstep: Class 23 contains 74184 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95959 members Mstep: Class 26 contains 241 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69216 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 423 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 191 members Entering Unmasked Estep ConsiderDeletion Score: -106709720.000000 Penalty: 102990.085938 Iteration 143Q: 32 clusters Score -1.067097e+08 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6474 members Mstep: Class 4 contains 69623 members Mstep: Class 5 contains 67662 members Mstep: Class 6 contains 4692 members Mstep: Class 7 contains 23818 members Mstep: Class 8 contains 72538 members Mstep: Class 9 contains 1828 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12339 members Mstep: Class 13 contains 30190 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41165 members Mstep: Class 18 contains 23355 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37483 members Mstep: Class 23 contains 74179 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95955 members Mstep: Class 26 contains 239 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69189 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 431 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 193 members Entering Unmasked Estep ConsiderDeletion Score: -106709880.000000 Penalty: 102990.085938 Iteration 144Q: 32 clusters Score -1.067099e+08 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4381 members Mstep: Class 3 contains 6479 members Mstep: Class 4 contains 69621 members Mstep: Class 5 contains 67633 members Mstep: Class 6 contains 4694 members Mstep: Class 7 contains 23803 members Mstep: Class 8 contains 72542 members Mstep: Class 9 contains 1840 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12339 members Mstep: Class 13 contains 30188 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41164 members Mstep: Class 18 contains 23395 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37496 members Mstep: Class 23 contains 74176 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95952 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69168 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 431 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709896.000000 Penalty: 102990.085938 Iteration 145Q: 32 clusters Score -1.067099e+08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6496 members Mstep: Class 4 contains 69617 members Mstep: Class 5 contains 67605 members Mstep: Class 6 contains 4696 members Mstep: Class 7 contains 23790 members Mstep: Class 8 contains 72549 members Mstep: Class 9 contains 1847 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30188 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23423 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37514 members Mstep: Class 23 contains 74172 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95950 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69140 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 432 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709976.000000 Penalty: 102990.085938 Iteration 146Q: 32 clusters Score -1.0671e+08 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6505 members Mstep: Class 4 contains 69614 members Mstep: Class 5 contains 67583 members Mstep: Class 6 contains 4697 members Mstep: Class 7 contains 23778 members Mstep: Class 8 contains 72555 members Mstep: Class 9 contains 1859 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30184 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23446 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37531 members Mstep: Class 23 contains 74169 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95946 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69119 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709992.000000 Penalty: 102990.085938 Iteration 147Q: 32 clusters Score -1.0671e+08 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6510 members Mstep: Class 4 contains 69613 members Mstep: Class 5 contains 67564 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23765 members Mstep: Class 8 contains 72558 members Mstep: Class 9 contains 1868 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2940 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30185 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23467 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37539 members Mstep: Class 23 contains 74167 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95945 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69104 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 437 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709952.000000 Penalty: 102990.085938 Iteration 148Q: 32 clusters Score -1.0671e+08 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6520 members Mstep: Class 4 contains 69611 members Mstep: Class 5 contains 67542 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23756 members Mstep: Class 8 contains 72564 members Mstep: Class 9 contains 1877 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2939 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30181 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23493 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37550 members Mstep: Class 23 contains 74164 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95945 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69080 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 440 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106710008.000000 Penalty: 102990.085938 Iteration 149Q: 32 clusters Score -1.0671e+08 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6530 members Mstep: Class 4 contains 69607 members Mstep: Class 5 contains 67517 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23747 members Mstep: Class 8 contains 72573 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2938 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30177 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23518 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37562 members Mstep: Class 23 contains 74161 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95940 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69065 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 443 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106710048.000000 Penalty: 102990.085938 Iteration 150Q: 32 clusters Score -1.0671e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6530 members Mstep: Class 4 contains 69602 members Mstep: Class 5 contains 67510 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23736 members Mstep: Class 8 contains 72585 members Mstep: Class 9 contains 1892 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2937 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30177 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23530 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37572 members Mstep: Class 23 contains 74155 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69056 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 445 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106710064.000000 Penalty: 102990.085938 Iteration 151Q: 32 clusters Score -1.067101e+08 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6539 members Mstep: Class 4 contains 69600 members Mstep: Class 5 contains 67490 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23726 members Mstep: Class 8 contains 72596 members Mstep: Class 9 contains 1898 members Mstep: Class 10 contains 899 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30172 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23552 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37580 members Mstep: Class 23 contains 74146 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95934 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 69046 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 447 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106710080.000000 Penalty: 102990.085938 Iteration 152Q: 32 clusters Score -1.067101e+08 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6541 members Mstep: Class 4 contains 69598 members Mstep: Class 5 contains 67486 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23714 members Mstep: Class 8 contains 72607 members Mstep: Class 9 contains 1904 members Mstep: Class 10 contains 898 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30168 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6515 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23563 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37586 members Mstep: Class 23 contains 74137 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95936 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69036 members Mstep: Class 29 contains 476 members Mstep: Class 30 contains 449 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106710000.000000 Penalty: 102990.085938 Iteration 153Q: 32 clusters Score -1.0671e+08 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6547 members Mstep: Class 4 contains 69599 members Mstep: Class 5 contains 67474 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23702 members Mstep: Class 8 contains 72613 members Mstep: Class 9 contains 1909 members Mstep: Class 10 contains 899 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30167 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6514 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23584 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37588 members Mstep: Class 23 contains 74130 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69027 members Mstep: Class 29 contains 475 members Mstep: Class 30 contains 450 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709984.000000 Penalty: 102990.085938 Iteration 154Q: 32 clusters Score -1.0671e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6555 members Mstep: Class 4 contains 69602 members Mstep: Class 5 contains 67460 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72619 members Mstep: Class 9 contains 1914 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30163 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23601 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37589 members Mstep: Class 23 contains 74121 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95937 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69021 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709992.000000 Penalty: 102990.085938 Iteration 155Q: 32 clusters Score -1.0671e+08 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6563 members Mstep: Class 4 contains 69600 members Mstep: Class 5 contains 67446 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72628 members Mstep: Class 9 contains 1917 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30160 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23613 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37587 members Mstep: Class 23 contains 74114 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95937 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69017 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709856.000000 Penalty: 102990.085938 Iteration 156Q: 32 clusters Score -1.067099e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6565 members Mstep: Class 4 contains 69600 members Mstep: Class 5 contains 67442 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72637 members Mstep: Class 9 contains 1920 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41161 members Mstep: Class 18 contains 23615 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37592 members Mstep: Class 23 contains 74106 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95937 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69009 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709880.000000 Penalty: 102990.085938 Iteration 157Q: 32 clusters Score -1.067099e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6567 members Mstep: Class 4 contains 69598 members Mstep: Class 5 contains 67439 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72640 members Mstep: Class 9 contains 1924 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41160 members Mstep: Class 18 contains 23618 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37592 members Mstep: Class 23 contains 74106 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95937 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69006 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709824.000000 Penalty: 102990.085938 Iteration 158Q: 32 clusters Score -1.067098e+08 nChanged 31 Entering ConstructFrom: Score: -106709824.000000 Penalty: 102990.085938 Entering ConstructFrom: Trying to split cluster 1 (2964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Entering Unmasked Estep Score: -479619.437500 Penalty: 1982.585205 Iteration 0F: 2 clusters Score -479619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -476378.656250 Penalty: 3965.170410 Iteration 0F: 3 clusters Score -476378.7 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -477075.562500 Penalty: 3965.170410 Iteration 1F: 3 clusters Score -477075.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -477273.625000 Penalty: 3965.170410 Iteration 2F: 3 clusters Score -477273.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -477440.843750 Penalty: 3965.170410 Iteration 3F: 3 clusters Score -477440.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -477578.375000 Penalty: 3965.170410 Iteration 4Q: 3 clusters Score -477578.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -477722.000000 Penalty: 3965.170410 Iteration 5Q: 3 clusters Score -477722 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -477880.843750 Penalty: 3965.170410 Iteration 6Q: 3 clusters Score -477880.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -478053.156250 Penalty: 3965.170410 Iteration 7Q: 3 clusters Score -478053.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -478246.937500 Penalty: 3965.170410 Iteration 8Q: 3 clusters Score -478246.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -478444.156250 Penalty: 3965.170410 Iteration 9Q: 3 clusters Score -478444.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -478593.781250 Penalty: 3965.170410 Iteration 10Q: 3 clusters Score -478593.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -478667.937500 Penalty: 3965.170410 Iteration 11Q: 3 clusters Score -478667.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -478720.906250 Penalty: 3965.170410 Iteration 12Q: 3 clusters Score -478720.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -478763.375000 Penalty: 3965.170410 Iteration 13Q: 3 clusters Score -478763.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -478799.468750 Penalty: 3965.170410 Iteration 14Q: 3 clusters Score -478799.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -478827.531250 Penalty: 3965.170410 Iteration 15Q: 3 clusters Score -478827.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -478856.218750 Penalty: 3965.170410 Iteration 16Q: 3 clusters Score -478856.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -478890.531250 Penalty: 3965.170410 Iteration 17Q: 3 clusters Score -478890.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -478908.937500 Penalty: 3965.170410 Iteration 18Q: 3 clusters Score -478908.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -478926.781250 Penalty: 3965.170410 Iteration 19Q: 3 clusters Score -478926.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -478949.218750 Penalty: 3965.170410 Iteration 20F: 3 clusters Score -478949.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -478971.468750 Penalty: 3965.170410 Iteration 21Q: 3 clusters Score -478971.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -478990.500000 Penalty: 3965.170410 Iteration 22Q: 3 clusters Score -478990.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -479009.687500 Penalty: 3965.170410 Iteration 23Q: 3 clusters Score -479009.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -479042.843750 Penalty: 3965.170410 Iteration 24Q: 3 clusters Score -479042.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -479063.093750 Penalty: 3965.170410 Iteration 25Q: 3 clusters Score -479063.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -479076.593750 Penalty: 3965.170410 Iteration 26Q: 3 clusters Score -479076.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -479083.218750 Penalty: 3965.170410 Iteration 27Q: 3 clusters Score -479083.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -479088.031250 Penalty: 3965.170410 Iteration 28Q: 3 clusters Score -479088 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -479094.281250 Penalty: 3965.170410 Iteration 29Q: 3 clusters Score -479094.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -479095.625000 Penalty: 3965.170410 Iteration 30Q: 3 clusters Score -479095.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -479097.468750 Penalty: 3965.170410 Iteration 31Q: 3 clusters Score -479097.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -479097.718750 Penalty: 3965.170410 Iteration 32Q: 3 clusters Score -479097.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -479098.593750 Penalty: 3965.170410 Iteration 33Q: 3 clusters Score -479098.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -479099.343750 Penalty: 3965.170410 Iteration 34Q: 3 clusters Score -479099.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -479099.343750 Penalty: 3965.170410 Iteration 35F: 3 clusters Score -479099.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Entering Unmasked Estep Score: -718276.250000 Penalty: 2079.431396 Iteration 0F: 2 clusters Score -718276.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -714171.812500 Penalty: 4158.862793 Iteration 0F: 3 clusters Score -714171.8 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -715196.187500 Penalty: 4158.862793 Iteration 1F: 3 clusters Score -715196.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -715442.687500 Penalty: 4158.862793 Iteration 2F: 3 clusters Score -715442.7 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -715606.812500 Penalty: 4158.862793 Iteration 3F: 3 clusters Score -715606.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -715739.562500 Penalty: 4158.862793 Iteration 4Q: 3 clusters Score -715739.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -715854.812500 Penalty: 4158.862793 Iteration 5Q: 3 clusters Score -715854.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -715945.437500 Penalty: 4158.862793 Iteration 6Q: 3 clusters Score -715945.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -716025.750000 Penalty: 4158.862793 Iteration 7Q: 3 clusters Score -716025.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -716085.625000 Penalty: 4158.862793 Iteration 8Q: 3 clusters Score -716085.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -716130.750000 Penalty: 4158.862793 Iteration 9Q: 3 clusters Score -716130.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -716182.125000 Penalty: 4158.862793 Iteration 10Q: 3 clusters Score -716182.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -716231.875000 Penalty: 4158.862793 Iteration 11Q: 3 clusters Score -716231.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -716273.062500 Penalty: 4158.862793 Iteration 12Q: 3 clusters Score -716273.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -716310.375000 Penalty: 4158.862793 Iteration 13Q: 3 clusters Score -716310.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -716336.437500 Penalty: 4158.862793 Iteration 14Q: 3 clusters Score -716336.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -716356.500000 Penalty: 4158.862793 Iteration 15Q: 3 clusters Score -716356.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -716377.437500 Penalty: 4158.862793 Iteration 16Q: 3 clusters Score -716377.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -716393.750000 Penalty: 4158.862793 Iteration 17Q: 3 clusters Score -716393.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -716405.937500 Penalty: 4158.862793 Iteration 18Q: 3 clusters Score -716405.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -716413.000000 Penalty: 4158.862793 Iteration 19Q: 3 clusters Score -716413 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -716420.437500 Penalty: 4158.862793 Iteration 20F: 3 clusters Score -716420.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -716428.250000 Penalty: 4158.862793 Iteration 21Q: 3 clusters Score -716428.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -716430.937500 Penalty: 4158.862793 Iteration 22Q: 3 clusters Score -716430.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -716437.000000 Penalty: 4158.862793 Iteration 23Q: 3 clusters Score -716437 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -716441.500000 Penalty: 4158.862793 Iteration 24Q: 3 clusters Score -716441.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -716444.125000 Penalty: 4158.862793 Iteration 25Q: 3 clusters Score -716444.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -716449.812500 Penalty: 4158.862793 Iteration 26Q: 3 clusters Score -716449.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -716453.125000 Penalty: 4158.862793 Iteration 27Q: 3 clusters Score -716453.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -716456.812500 Penalty: 4158.862793 Iteration 28Q: 3 clusters Score -716456.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -716460.375000 Penalty: 4158.862793 Iteration 29Q: 3 clusters Score -716460.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -716464.312500 Penalty: 4158.862793 Iteration 30Q: 3 clusters Score -716464.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -716465.812500 Penalty: 4158.862793 Iteration 31Q: 3 clusters Score -716465.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -716468.000000 Penalty: 4158.862793 Iteration 32Q: 3 clusters Score -716468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -716468.125000 Penalty: 4158.862793 Iteration 33Q: 3 clusters Score -716468.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -716468.125000 Penalty: 4158.862793 Iteration 34F: 3 clusters Score -716468.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Entering Unmasked Estep Score: -1065915.750000 Penalty: 2180.100098 Iteration 0F: 2 clusters Score -1065916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1060481.375000 Penalty: 4360.200195 Iteration 0F: 3 clusters Score -1060481 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1062020.875000 Penalty: 4360.200195 Iteration 1F: 3 clusters Score -1062021 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1062441.375000 Penalty: 4360.200195 Iteration 2F: 3 clusters Score -1062441 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1062895.500000 Penalty: 4360.200195 Iteration 3F: 3 clusters Score -1062896 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1063356.250000 Penalty: 4360.200195 Iteration 4F: 3 clusters Score -1063356 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1063746.750000 Penalty: 4360.200195 Iteration 5F: 3 clusters Score -1063747 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1064063.625000 Penalty: 4360.200195 Iteration 6F: 3 clusters Score -1064064 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1064284.500000 Penalty: 4360.200195 Iteration 7Q: 3 clusters Score -1064284 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1064450.250000 Penalty: 4360.200195 Iteration 8Q: 3 clusters Score -1064450 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1064579.375000 Penalty: 4360.200195 Iteration 9Q: 3 clusters Score -1064579 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1064686.625000 Penalty: 4360.200195 Iteration 10Q: 3 clusters Score -1064687 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1064738.500000 Penalty: 4360.200195 Iteration 11Q: 3 clusters Score -1064738 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1064764.125000 Penalty: 4360.200195 Iteration 12Q: 3 clusters Score -1064764 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1064783.375000 Penalty: 4360.200195 Iteration 13Q: 3 clusters Score -1064783 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1064797.125000 Penalty: 4360.200195 Iteration 14Q: 3 clusters Score -1064797 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1064803.375000 Penalty: 4360.200195 Iteration 15Q: 3 clusters Score -1064803 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1064807.000000 Penalty: 4360.200195 Iteration 16Q: 3 clusters Score -1064807 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1064812.250000 Penalty: 4360.200195 Iteration 17Q: 3 clusters Score -1064812 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1064815.375000 Penalty: 4360.200195 Iteration 18Q: 3 clusters Score -1064815 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1064821.750000 Penalty: 4360.200195 Iteration 19Q: 3 clusters Score -1064822 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1064825.750000 Penalty: 4360.200195 Iteration 20F: 3 clusters Score -1064826 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1064828.625000 Penalty: 4360.200195 Iteration 21Q: 3 clusters Score -1064829 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1064830.250000 Penalty: 4360.200195 Iteration 22Q: 3 clusters Score -1064830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1064836.125000 Penalty: 4360.200195 Iteration 23Q: 3 clusters Score -1064836 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1064837.375000 Penalty: 4360.200195 Iteration 24Q: 3 clusters Score -1064837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1064835.750000 Penalty: 4360.200195 Iteration 25Q: 3 clusters Score -1064836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1064837.000000 Penalty: 4360.200195 Iteration 26Q: 3 clusters Score -1064837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1064836.875000 Penalty: 4360.200195 Iteration 27Q: 3 clusters Score -1064837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1064836.875000 Penalty: 4360.200195 Iteration 28F: 3 clusters Score -1064837 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (69599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69599 members Entering Unmasked Estep Score: -11636665.000000 Penalty: 2765.325195 Iteration 0F: 2 clusters Score -1.163666e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34935 members Mstep: Class 2 contains 34664 members Entering Unmasked Estep Score: -11593008.000000 Penalty: 5530.650391 Iteration 0F: 3 clusters Score -1.159301e+07 nChanged 32489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35596 members Mstep: Class 2 contains 34003 members Entering Unmasked Estep Score: -11611244.000000 Penalty: 5530.650391 Iteration 1F: 3 clusters Score -1.161124e+07 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35881 members Mstep: Class 2 contains 33718 members Entering Unmasked Estep Score: -11611904.000000 Penalty: 5530.650391 Iteration 2Q: 3 clusters Score -1.16119e+07 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 33381 members Entering Unmasked Estep Score: -11612588.000000 Penalty: 5530.650391 Iteration 3Q: 3 clusters Score -1.161259e+07 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36674 members Mstep: Class 2 contains 32925 members Entering Unmasked Estep Score: -11613495.000000 Penalty: 5530.650391 Iteration 4Q: 3 clusters Score -1.16135e+07 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37266 members Mstep: Class 2 contains 32333 members Entering Unmasked Estep Score: -11614604.000000 Penalty: 5530.650391 Iteration 5Q: 3 clusters Score -1.16146e+07 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38222 members Mstep: Class 2 contains 31377 members Entering Unmasked Estep Score: -11616114.000000 Penalty: 5530.650391 Iteration 6Q: 3 clusters Score -1.161611e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39676 members Mstep: Class 2 contains 29923 members Entering Unmasked Estep Score: -11617875.000000 Penalty: 5530.650391 Iteration 7Q: 3 clusters Score -1.161788e+07 nChanged 3630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41600 members Mstep: Class 2 contains 27999 members Entering Unmasked Estep Score: -11619998.000000 Penalty: 5530.650391 Iteration 8F: 3 clusters Score -1.162e+07 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43898 members Mstep: Class 2 contains 25701 members Entering Unmasked Estep Score: -11622518.000000 Penalty: 5530.650391 Iteration 9F: 3 clusters Score -1.162252e+07 nChanged 3500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46360 members Mstep: Class 2 contains 23239 members Entering Unmasked Estep Score: -11624893.000000 Penalty: 5530.650391 Iteration 10F: 3 clusters Score -1.162489e+07 nChanged 3125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48643 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -11626681.000000 Penalty: 5530.650391 Iteration 11Q: 3 clusters Score -1.162668e+07 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50853 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -11627955.000000 Penalty: 5530.650391 Iteration 12Q: 3 clusters Score -1.162796e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53044 members Mstep: Class 2 contains 16555 members Entering Unmasked Estep Score: -11629092.000000 Penalty: 5530.650391 Iteration 13Q: 3 clusters Score -1.162909e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55166 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -11630167.000000 Penalty: 5530.650391 Iteration 14Q: 3 clusters Score -1.163017e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57229 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -11631043.000000 Penalty: 5530.650391 Iteration 15Q: 3 clusters Score -1.163104e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59200 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -11631911.000000 Penalty: 5530.650391 Iteration 16Q: 3 clusters Score -1.163191e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60960 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -11632749.000000 Penalty: 5530.650391 Iteration 17Q: 3 clusters Score -1.163275e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62410 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -11633347.000000 Penalty: 5530.650391 Iteration 18Q: 3 clusters Score -1.163335e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63583 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -11633859.000000 Penalty: 5530.650391 Iteration 19Q: 3 clusters Score -1.163386e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64491 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -11634239.000000 Penalty: 5530.650391 Iteration 20F: 3 clusters Score -1.163424e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65129 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -11634499.000000 Penalty: 5530.650391 Iteration 21Q: 3 clusters Score -1.16345e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65656 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -11634683.000000 Penalty: 5530.650391 Iteration 22Q: 3 clusters Score -1.163468e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66094 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -11634846.000000 Penalty: 5530.650391 Iteration 23Q: 3 clusters Score -1.163485e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66398 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -11634892.000000 Penalty: 5530.650391 Iteration 24Q: 3 clusters Score -1.163489e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66632 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -11634942.000000 Penalty: 5530.650391 Iteration 25Q: 3 clusters Score -1.163494e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66792 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -11635007.000000 Penalty: 5530.650391 Iteration 26Q: 3 clusters Score -1.163501e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66932 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -11635074.000000 Penalty: 5530.650391 Iteration 27Q: 3 clusters Score -1.163507e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67034 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -11635116.000000 Penalty: 5530.650391 Iteration 28Q: 3 clusters Score -1.163512e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67111 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -11635118.000000 Penalty: 5530.650391 Iteration 29Q: 3 clusters Score -1.163512e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67164 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -11635106.000000 Penalty: 5530.650391 Iteration 30Q: 3 clusters Score -1.163511e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67205 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -11635108.000000 Penalty: 5530.650391 Iteration 31Q: 3 clusters Score -1.163511e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67242 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -11635137.000000 Penalty: 5530.650391 Iteration 32Q: 3 clusters Score -1.163514e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67254 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -11635135.000000 Penalty: 5530.650391 Iteration 33Q: 3 clusters Score -1.163514e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67269 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -11635140.000000 Penalty: 5530.650391 Iteration 34Q: 3 clusters Score -1.163514e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67281 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -11635158.000000 Penalty: 5530.650391 Iteration 35Q: 3 clusters Score -1.163516e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67293 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -11635151.000000 Penalty: 5530.650391 Iteration 36Q: 3 clusters Score -1.163515e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67301 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -11635146.000000 Penalty: 5530.650391 Iteration 37Q: 3 clusters Score -1.163515e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67307 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -11635145.000000 Penalty: 5530.650391 Iteration 38Q: 3 clusters Score -1.163514e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67313 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -11635149.000000 Penalty: 5530.650391 Iteration 39Q: 3 clusters Score -1.163515e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67321 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -11635152.000000 Penalty: 5530.650391 Iteration 40F: 3 clusters Score -1.163515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67325 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -11635145.000000 Penalty: 5530.650391 Iteration 41Q: 3 clusters Score -1.163514e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67327 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -11635131.000000 Penalty: 5530.650391 Iteration 42Q: 3 clusters Score -1.163513e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67332 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -11635135.000000 Penalty: 5530.650391 Iteration 43Q: 3 clusters Score -1.163514e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67340 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -11635124.000000 Penalty: 5530.650391 Iteration 44Q: 3 clusters Score -1.163512e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67344 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -11635122.000000 Penalty: 5530.650391 Iteration 45Q: 3 clusters Score -1.163512e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67359 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -11635115.000000 Penalty: 5530.650391 Iteration 46Q: 3 clusters Score -1.163512e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67370 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -11635119.000000 Penalty: 5530.650391 Iteration 47Q: 3 clusters Score -1.163512e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67386 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -11635129.000000 Penalty: 5530.650391 Iteration 48Q: 3 clusters Score -1.163513e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67398 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -11635130.000000 Penalty: 5530.650391 Iteration 49Q: 3 clusters Score -1.163513e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67411 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -11635142.000000 Penalty: 5530.650391 Iteration 50Q: 3 clusters Score -1.163514e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67420 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -11635156.000000 Penalty: 5530.650391 Iteration 51Q: 3 clusters Score -1.163516e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67429 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -11635146.000000 Penalty: 5530.650391 Iteration 52Q: 3 clusters Score -1.163515e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67436 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -11635165.000000 Penalty: 5530.650391 Iteration 53Q: 3 clusters Score -1.163516e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67442 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -11635173.000000 Penalty: 5530.650391 Iteration 54Q: 3 clusters Score -1.163517e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67448 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -11635177.000000 Penalty: 5530.650391 Iteration 55Q: 3 clusters Score -1.163518e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67455 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -11635171.000000 Penalty: 5530.650391 Iteration 56Q: 3 clusters Score -1.163517e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67469 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -11635181.000000 Penalty: 5530.650391 Iteration 57Q: 3 clusters Score -1.163518e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67480 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -11635182.000000 Penalty: 5530.650391 Iteration 58Q: 3 clusters Score -1.163518e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67486 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -11635177.000000 Penalty: 5530.650391 Iteration 59Q: 3 clusters Score -1.163518e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67495 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -11635179.000000 Penalty: 5530.650391 Iteration 60F: 3 clusters Score -1.163518e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67500 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -11635175.000000 Penalty: 5530.650391 Iteration 61Q: 3 clusters Score -1.163518e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67506 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -11635166.000000 Penalty: 5530.650391 Iteration 62Q: 3 clusters Score -1.163517e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67508 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -11635175.000000 Penalty: 5530.650391 Iteration 63Q: 3 clusters Score -1.163518e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67511 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -11635172.000000 Penalty: 5530.650391 Iteration 64Q: 3 clusters Score -1.163517e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67510 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -11635156.000000 Penalty: 5530.650391 Iteration 65Q: 3 clusters Score -1.163516e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67512 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -11635156.000000 Penalty: 5530.650391 Iteration 66Q: 3 clusters Score -1.163516e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67514 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -11635161.000000 Penalty: 5530.650391 Iteration 67Q: 3 clusters Score -1.163516e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67518 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -11635163.000000 Penalty: 5530.650391 Iteration 68Q: 3 clusters Score -1.163516e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67520 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -11635177.000000 Penalty: 5530.650391 Iteration 69Q: 3 clusters Score -1.163518e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67523 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -11635175.000000 Penalty: 5530.650391 Iteration 70Q: 3 clusters Score -1.163518e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67525 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -11635168.000000 Penalty: 5530.650391 Iteration 71Q: 3 clusters Score -1.163517e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67528 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -11635171.000000 Penalty: 5530.650391 Iteration 72Q: 3 clusters Score -1.163517e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67534 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -11635170.000000 Penalty: 5530.650391 Iteration 73Q: 3 clusters Score -1.163517e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67535 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -11635168.000000 Penalty: 5530.650391 Iteration 74Q: 3 clusters Score -1.163517e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67535 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -11635168.000000 Penalty: 5530.650391 Iteration 75F: 3 clusters Score -1.163517e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67434 members Entering Unmasked Estep Score: -11214689.000000 Penalty: 2757.488525 Iteration 0F: 2 clusters Score -1.121469e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33883 members Mstep: Class 2 contains 33551 members Entering Unmasked Estep Score: -11169605.000000 Penalty: 5514.977051 Iteration 0F: 3 clusters Score -1.11696e+07 nChanged 31526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35991 members Mstep: Class 2 contains 31443 members Entering Unmasked Estep Score: -11187598.000000 Penalty: 5514.977051 Iteration 1F: 3 clusters Score -1.11876e+07 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37708 members Mstep: Class 2 contains 29726 members Entering Unmasked Estep Score: -11189306.000000 Penalty: 5514.977051 Iteration 2F: 3 clusters Score -1.118931e+07 nChanged 4357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40381 members Mstep: Class 2 contains 27053 members Entering Unmasked Estep Score: -11191787.000000 Penalty: 5514.977051 Iteration 3F: 3 clusters Score -1.119179e+07 nChanged 5135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43948 members Mstep: Class 2 contains 23486 members Entering Unmasked Estep Score: -11195412.000000 Penalty: 5514.977051 Iteration 4F: 3 clusters Score -1.119541e+07 nChanged 5349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47979 members Mstep: Class 2 contains 19455 members Entering Unmasked Estep Score: -11199349.000000 Penalty: 5514.977051 Iteration 5F: 3 clusters Score -1.119935e+07 nChanged 4911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51900 members Mstep: Class 2 contains 15534 members Entering Unmasked Estep Score: -11202948.000000 Penalty: 5514.977051 Iteration 6F: 3 clusters Score -1.120295e+07 nChanged 3946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55326 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -11205670.000000 Penalty: 5514.977051 Iteration 7F: 3 clusters Score -1.120567e+07 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58082 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -11207526.000000 Penalty: 5514.977051 Iteration 8Q: 3 clusters Score -1.120753e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60377 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -11209012.000000 Penalty: 5514.977051 Iteration 9Q: 3 clusters Score -1.120901e+07 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62175 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -11210036.000000 Penalty: 5514.977051 Iteration 10Q: 3 clusters Score -1.121004e+07 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63540 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -11210939.000000 Penalty: 5514.977051 Iteration 11Q: 3 clusters Score -1.121094e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64588 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -11211637.000000 Penalty: 5514.977051 Iteration 12Q: 3 clusters Score -1.121164e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65276 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -11212054.000000 Penalty: 5514.977051 Iteration 13Q: 3 clusters Score -1.121205e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65742 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -11212322.000000 Penalty: 5514.977051 Iteration 14Q: 3 clusters Score -1.121232e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66014 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -11212453.000000 Penalty: 5514.977051 Iteration 15Q: 3 clusters Score -1.121245e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66181 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -11212475.000000 Penalty: 5514.977051 Iteration 16Q: 3 clusters Score -1.121248e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66303 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -11212549.000000 Penalty: 5514.977051 Iteration 17Q: 3 clusters Score -1.121255e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66380 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -11212609.000000 Penalty: 5514.977051 Iteration 18Q: 3 clusters Score -1.121261e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66436 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -11212622.000000 Penalty: 5514.977051 Iteration 19Q: 3 clusters Score -1.121262e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66471 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -11212649.000000 Penalty: 5514.977051 Iteration 20F: 3 clusters Score -1.121265e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66506 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -11212660.000000 Penalty: 5514.977051 Iteration 21Q: 3 clusters Score -1.121266e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66519 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -11212668.000000 Penalty: 5514.977051 Iteration 22Q: 3 clusters Score -1.121267e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66531 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -11212669.000000 Penalty: 5514.977051 Iteration 23Q: 3 clusters Score -1.121267e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66542 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -11212678.000000 Penalty: 5514.977051 Iteration 24Q: 3 clusters Score -1.121268e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66550 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -11212677.000000 Penalty: 5514.977051 Iteration 25Q: 3 clusters Score -1.121268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66558 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -11212665.000000 Penalty: 5514.977051 Iteration 26Q: 3 clusters Score -1.121266e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66565 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11212663.000000 Penalty: 5514.977051 Iteration 27Q: 3 clusters Score -1.121266e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66574 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -11212678.000000 Penalty: 5514.977051 Iteration 28Q: 3 clusters Score -1.121268e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66583 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -11212685.000000 Penalty: 5514.977051 Iteration 29Q: 3 clusters Score -1.121268e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66589 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -11212683.000000 Penalty: 5514.977051 Iteration 30Q: 3 clusters Score -1.121268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66591 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -11212679.000000 Penalty: 5514.977051 Iteration 31Q: 3 clusters Score -1.121268e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66596 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -11212683.000000 Penalty: 5514.977051 Iteration 32Q: 3 clusters Score -1.121268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66598 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -11212686.000000 Penalty: 5514.977051 Iteration 33Q: 3 clusters Score -1.121269e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66602 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -11212688.000000 Penalty: 5514.977051 Iteration 34Q: 3 clusters Score -1.121269e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66603 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -11212678.000000 Penalty: 5514.977051 Iteration 35Q: 3 clusters Score -1.121268e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66603 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -11212678.000000 Penalty: 5514.977051 Iteration 36F: 3 clusters Score -1.121268e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Entering Unmasked Estep Score: -749975.437500 Penalty: 2096.813232 Iteration 0F: 2 clusters Score -749975.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -745672.875000 Penalty: 4193.626465 Iteration 0F: 3 clusters Score -745672.9 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -746681.500000 Penalty: 4193.626465 Iteration 1F: 3 clusters Score -746681.5 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -746952.437500 Penalty: 4193.626465 Iteration 2F: 3 clusters Score -746952.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -747179.000000 Penalty: 4193.626465 Iteration 3F: 3 clusters Score -747179 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -747392.437500 Penalty: 4193.626465 Iteration 4F: 3 clusters Score -747392.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -747606.562500 Penalty: 4193.626465 Iteration 5F: 3 clusters Score -747606.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -747789.750000 Penalty: 4193.626465 Iteration 6F: 3 clusters Score -747789.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -747936.937500 Penalty: 4193.626465 Iteration 7Q: 3 clusters Score -747936.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -748056.062500 Penalty: 4193.626465 Iteration 8Q: 3 clusters Score -748056.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -748150.875000 Penalty: 4193.626465 Iteration 9Q: 3 clusters Score -748150.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -748209.000000 Penalty: 4193.626465 Iteration 10Q: 3 clusters Score -748209 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -748248.187500 Penalty: 4193.626465 Iteration 11Q: 3 clusters Score -748248.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -748286.000000 Penalty: 4193.626465 Iteration 12Q: 3 clusters Score -748286 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -748311.125000 Penalty: 4193.626465 Iteration 13Q: 3 clusters Score -748311.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -748336.812500 Penalty: 4193.626465 Iteration 14Q: 3 clusters Score -748336.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -748354.562500 Penalty: 4193.626465 Iteration 15Q: 3 clusters Score -748354.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -748376.437500 Penalty: 4193.626465 Iteration 16Q: 3 clusters Score -748376.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -748388.312500 Penalty: 4193.626465 Iteration 17Q: 3 clusters Score -748388.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -748399.375000 Penalty: 4193.626465 Iteration 18Q: 3 clusters Score -748399.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -748410.875000 Penalty: 4193.626465 Iteration 19Q: 3 clusters Score -748410.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -748417.375000 Penalty: 4193.626465 Iteration 20F: 3 clusters Score -748417.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -748425.937500 Penalty: 4193.626465 Iteration 21Q: 3 clusters Score -748425.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -748427.562500 Penalty: 4193.626465 Iteration 22Q: 3 clusters Score -748427.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -748431.687500 Penalty: 4193.626465 Iteration 23Q: 3 clusters Score -748431.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -748435.312500 Penalty: 4193.626465 Iteration 24Q: 3 clusters Score -748435.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -748440.437500 Penalty: 4193.626465 Iteration 25Q: 3 clusters Score -748440.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -748443.437500 Penalty: 4193.626465 Iteration 26Q: 3 clusters Score -748443.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -748445.625000 Penalty: 4193.626465 Iteration 27Q: 3 clusters Score -748445.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -748445.625000 Penalty: 4193.626465 Iteration 28F: 3 clusters Score -748445.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23691 members Entering Unmasked Estep Score: -3922831.000000 Penalty: 2498.066895 Iteration 0F: 2 clusters Score -3922831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -3906409.500000 Penalty: 4996.133789 Iteration 0F: 3 clusters Score -3906410 nChanged 10558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -3912103.000000 Penalty: 4996.133789 Iteration 1F: 3 clusters Score -3912103 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -3912490.750000 Penalty: 4996.133789 Iteration 2Q: 3 clusters Score -3912491 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -3912847.250000 Penalty: 4996.133789 Iteration 3Q: 3 clusters Score -3912847 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 12652 members Entering Unmasked Estep Score: -3913138.750000 Penalty: 4996.133789 Iteration 4Q: 3 clusters Score -3913139 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -3913408.500000 Penalty: 4996.133789 Iteration 5Q: 3 clusters Score -3913408 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -3913683.500000 Penalty: 4996.133789 Iteration 6Q: 3 clusters Score -3913684 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 13942 members Entering Unmasked Estep Score: -3914016.000000 Penalty: 4996.133789 Iteration 7Q: 3 clusters Score -3914016 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 14619 members Entering Unmasked Estep Score: -3914422.000000 Penalty: 4996.133789 Iteration 8Q: 3 clusters Score -3914422 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -3914929.750000 Penalty: 4996.133789 Iteration 9Q: 3 clusters Score -3914930 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -3915570.250000 Penalty: 4996.133789 Iteration 10Q: 3 clusters Score -3915570 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 17198 members Entering Unmasked Estep Score: -3916291.000000 Penalty: 4996.133789 Iteration 11Q: 3 clusters Score -3916291 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -3917043.750000 Penalty: 4996.133789 Iteration 12Q: 3 clusters Score -3917044 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 18912 members Entering Unmasked Estep Score: -3917746.750000 Penalty: 4996.133789 Iteration 13Q: 3 clusters Score -3917747 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 19556 members Entering Unmasked Estep Score: -3918286.750000 Penalty: 4996.133789 Iteration 14Q: 3 clusters Score -3918287 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -3918668.500000 Penalty: 4996.133789 Iteration 15Q: 3 clusters Score -3918668 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -3918946.250000 Penalty: 4996.133789 Iteration 16Q: 3 clusters Score -3918946 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 20883 members Entering Unmasked Estep Score: -3919184.500000 Penalty: 4996.133789 Iteration 17Q: 3 clusters Score -3919184 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 21209 members Entering Unmasked Estep Score: -3919388.000000 Penalty: 4996.133789 Iteration 18Q: 3 clusters Score -3919388 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 21493 members Entering Unmasked Estep Score: -3919548.750000 Penalty: 4996.133789 Iteration 19Q: 3 clusters Score -3919549 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -3919714.500000 Penalty: 4996.133789 Iteration 20F: 3 clusters Score -3919714 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 21978 members Entering Unmasked Estep Score: -3919892.250000 Penalty: 4996.133789 Iteration 21Q: 3 clusters Score -3919892 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 22188 members Entering Unmasked Estep Score: -3920040.000000 Penalty: 4996.133789 Iteration 22Q: 3 clusters Score -3920040 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 22359 members Entering Unmasked Estep Score: -3920151.750000 Penalty: 4996.133789 Iteration 23Q: 3 clusters Score -3920152 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 22507 members Entering Unmasked Estep Score: -3920247.500000 Penalty: 4996.133789 Iteration 24Q: 3 clusters Score -3920248 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 22608 members Entering Unmasked Estep Score: -3920315.750000 Penalty: 4996.133789 Iteration 25Q: 3 clusters Score -3920316 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 22697 members Entering Unmasked Estep Score: -3920363.750000 Penalty: 4996.133789 Iteration 26Q: 3 clusters Score -3920364 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 22774 members Entering Unmasked Estep Score: -3920403.750000 Penalty: 4996.133789 Iteration 27Q: 3 clusters Score -3920404 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -3920461.750000 Penalty: 4996.133789 Iteration 28Q: 3 clusters Score -3920462 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -3920494.000000 Penalty: 4996.133789 Iteration 29Q: 3 clusters Score -3920494 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 22965 members Entering Unmasked Estep Score: -3920533.750000 Penalty: 4996.133789 Iteration 30Q: 3 clusters Score -3920534 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -3920557.500000 Penalty: 4996.133789 Iteration 31Q: 3 clusters Score -3920558 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 23031 members Entering Unmasked Estep Score: -3920573.000000 Penalty: 4996.133789 Iteration 32Q: 3 clusters Score -3920573 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 23057 members Entering Unmasked Estep Score: -3920604.250000 Penalty: 4996.133789 Iteration 33Q: 3 clusters Score -3920604 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 23078 members Entering Unmasked Estep Score: -3920615.000000 Penalty: 4996.133789 Iteration 34Q: 3 clusters Score -3920615 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -3920628.000000 Penalty: 4996.133789 Iteration 35Q: 3 clusters Score -3920628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -3920637.750000 Penalty: 4996.133789 Iteration 36Q: 3 clusters Score -3920638 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -3920649.250000 Penalty: 4996.133789 Iteration 37Q: 3 clusters Score -3920649 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -3920665.250000 Penalty: 4996.133789 Iteration 38Q: 3 clusters Score -3920665 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 23162 members Entering Unmasked Estep Score: -3920674.250000 Penalty: 4996.133789 Iteration 39Q: 3 clusters Score -3920674 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -3920680.750000 Penalty: 4996.133789 Iteration 40F: 3 clusters Score -3920681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -3920685.250000 Penalty: 4996.133789 Iteration 41Q: 3 clusters Score -3920685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 23181 members Entering Unmasked Estep Score: -3920691.000000 Penalty: 4996.133789 Iteration 42Q: 3 clusters Score -3920691 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 23186 members Entering Unmasked Estep Score: -3920695.250000 Penalty: 4996.133789 Iteration 43Q: 3 clusters Score -3920695 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 23191 members Entering Unmasked Estep Score: -3920700.500000 Penalty: 4996.133789 Iteration 44Q: 3 clusters Score -3920700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 23194 members Entering Unmasked Estep Score: -3920697.750000 Penalty: 4996.133789 Iteration 45Q: 3 clusters Score -3920698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 23196 members Entering Unmasked Estep Score: -3920701.000000 Penalty: 4996.133789 Iteration 46Q: 3 clusters Score -3920701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 23198 members Entering Unmasked Estep Score: -3920701.500000 Penalty: 4996.133789 Iteration 47Q: 3 clusters Score -3920702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 23200 members Entering Unmasked Estep Score: -3920704.750000 Penalty: 4996.133789 Iteration 48Q: 3 clusters Score -3920705 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 23201 members Entering Unmasked Estep Score: -3920703.250000 Penalty: 4996.133789 Iteration 49Q: 3 clusters Score -3920703 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -3920705.500000 Penalty: 4996.133789 Iteration 50Q: 3 clusters Score -3920706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -3920704.250000 Penalty: 4996.133789 Iteration 51Q: 3 clusters Score -3920704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -3920706.250000 Penalty: 4996.133789 Iteration 52Q: 3 clusters Score -3920706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -3920706.250000 Penalty: 4996.133789 Iteration 53F: 3 clusters Score -3920706 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (72642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72642 members Entering Unmasked Estep Score: -12219139.000000 Penalty: 2775.937988 Iteration 0F: 2 clusters Score -1.221914e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36261 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -12175312.000000 Penalty: 5551.875977 Iteration 0F: 3 clusters Score -1.217531e+07 nChanged 34177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34966 members Mstep: Class 2 contains 37676 members Entering Unmasked Estep Score: -12194698.000000 Penalty: 5551.875977 Iteration 1F: 3 clusters Score -1.21947e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34136 members Mstep: Class 2 contains 38506 members Entering Unmasked Estep Score: -12195210.000000 Penalty: 5551.875977 Iteration 2Q: 3 clusters Score -1.219521e+07 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32877 members Mstep: Class 2 contains 39765 members Entering Unmasked Estep Score: -12195973.000000 Penalty: 5551.875977 Iteration 3Q: 3 clusters Score -1.219597e+07 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31164 members Mstep: Class 2 contains 41478 members Entering Unmasked Estep Score: -12196874.000000 Penalty: 5551.875977 Iteration 4Q: 3 clusters Score -1.219687e+07 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 43877 members Entering Unmasked Estep Score: -12198128.000000 Penalty: 5551.875977 Iteration 5Q: 3 clusters Score -1.219813e+07 nChanged 3766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 47085 members Entering Unmasked Estep Score: -12200034.000000 Penalty: 5551.875977 Iteration 6F: 3 clusters Score -1.220003e+07 nChanged 4476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 51187 members Entering Unmasked Estep Score: -12202941.000000 Penalty: 5551.875977 Iteration 7F: 3 clusters Score -1.220294e+07 nChanged 5168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 56183 members Entering Unmasked Estep Score: -12206463.000000 Penalty: 5551.875977 Iteration 8F: 3 clusters Score -1.220646e+07 nChanged 5077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 61182 members Entering Unmasked Estep Score: -12209856.000000 Penalty: 5551.875977 Iteration 9F: 3 clusters Score -1.220986e+07 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 65286 members Entering Unmasked Estep Score: -12212549.000000 Penalty: 5551.875977 Iteration 10F: 3 clusters Score -1.221255e+07 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 68147 members Entering Unmasked Estep Score: -12214206.000000 Penalty: 5551.875977 Iteration 11Q: 3 clusters Score -1.221421e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 69806 members Entering Unmasked Estep Score: -12215162.000000 Penalty: 5551.875977 Iteration 12Q: 3 clusters Score -1.221516e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 70781 members Entering Unmasked Estep Score: -12215756.000000 Penalty: 5551.875977 Iteration 13Q: 3 clusters Score -1.221576e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 71328 members Entering Unmasked Estep Score: -12216086.000000 Penalty: 5551.875977 Iteration 14Q: 3 clusters Score -1.221609e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 71639 members Entering Unmasked Estep Score: -12216263.000000 Penalty: 5551.875977 Iteration 15Q: 3 clusters Score -1.221626e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 71824 members Entering Unmasked Estep Score: -12216356.000000 Penalty: 5551.875977 Iteration 16Q: 3 clusters Score -1.221636e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 71925 members Entering Unmasked Estep Score: -12216466.000000 Penalty: 5551.875977 Iteration 17Q: 3 clusters Score -1.221647e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 71994 members Entering Unmasked Estep Score: -12216523.000000 Penalty: 5551.875977 Iteration 18Q: 3 clusters Score -1.221652e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 72042 members Entering Unmasked Estep Score: -12216552.000000 Penalty: 5551.875977 Iteration 19Q: 3 clusters Score -1.221655e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 72064 members Entering Unmasked Estep Score: -12216607.000000 Penalty: 5551.875977 Iteration 20F: 3 clusters Score -1.221661e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 72093 members Entering Unmasked Estep Score: -12216618.000000 Penalty: 5551.875977 Iteration 21Q: 3 clusters Score -1.221662e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 72116 members Entering Unmasked Estep Score: -12216648.000000 Penalty: 5551.875977 Iteration 22Q: 3 clusters Score -1.221665e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 72134 members Entering Unmasked Estep Score: -12216673.000000 Penalty: 5551.875977 Iteration 23Q: 3 clusters Score -1.221667e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 72146 members Entering Unmasked Estep Score: -12216685.000000 Penalty: 5551.875977 Iteration 24Q: 3 clusters Score -1.221668e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 72157 members Entering Unmasked Estep Score: -12216725.000000 Penalty: 5551.875977 Iteration 25Q: 3 clusters Score -1.221672e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 72169 members Entering Unmasked Estep Score: -12216720.000000 Penalty: 5551.875977 Iteration 26Q: 3 clusters Score -1.221672e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 72174 members Entering Unmasked Estep Score: -12216740.000000 Penalty: 5551.875977 Iteration 27Q: 3 clusters Score -1.221674e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 72175 members Entering Unmasked Estep Score: -12216748.000000 Penalty: 5551.875977 Iteration 28Q: 3 clusters Score -1.221675e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 72179 members Entering Unmasked Estep Score: -12216743.000000 Penalty: 5551.875977 Iteration 29Q: 3 clusters Score -1.221674e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 72184 members Entering Unmasked Estep Score: -12216733.000000 Penalty: 5551.875977 Iteration 30Q: 3 clusters Score -1.221673e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 72189 members Entering Unmasked Estep Score: -12216740.000000 Penalty: 5551.875977 Iteration 31Q: 3 clusters Score -1.221674e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 72191 members Entering Unmasked Estep Score: -12216752.000000 Penalty: 5551.875977 Iteration 32Q: 3 clusters Score -1.221675e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 72193 members Entering Unmasked Estep Score: -12216744.000000 Penalty: 5551.875977 Iteration 33Q: 3 clusters Score -1.221674e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 72195 members Entering Unmasked Estep Score: -12216755.000000 Penalty: 5551.875977 Iteration 34Q: 3 clusters Score -1.221676e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 72198 members Entering Unmasked Estep Score: -12216748.000000 Penalty: 5551.875977 Iteration 35Q: 3 clusters Score -1.221675e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 72200 members Entering Unmasked Estep Score: -12216750.000000 Penalty: 5551.875977 Iteration 36Q: 3 clusters Score -1.221675e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 72202 members Entering Unmasked Estep Score: -12216750.000000 Penalty: 5551.875977 Iteration 37Q: 3 clusters Score -1.221675e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 72202 members Entering Unmasked Estep Score: -12216750.000000 Penalty: 5551.875977 Iteration 38F: 3 clusters Score -1.221675e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Entering Unmasked Estep Score: -296481.593750 Penalty: 1875.544922 Iteration 0F: 2 clusters Score -296481.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -293891.406250 Penalty: 3751.089844 Iteration 0F: 3 clusters Score -293891.4 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -294520.031250 Penalty: 3751.089844 Iteration 1F: 3 clusters Score -294520 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -294849.437500 Penalty: 3751.089844 Iteration 2F: 3 clusters Score -294849.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -295010.843750 Penalty: 3751.089844 Iteration 3F: 3 clusters Score -295010.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -295128.187500 Penalty: 3751.089844 Iteration 4F: 3 clusters Score -295128.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -295220.156250 Penalty: 3751.089844 Iteration 5Q: 3 clusters Score -295220.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -295267.750000 Penalty: 3751.089844 Iteration 6Q: 3 clusters Score -295267.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -295311.687500 Penalty: 3751.089844 Iteration 7Q: 3 clusters Score -295311.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -295349.468750 Penalty: 3751.089844 Iteration 8Q: 3 clusters Score -295349.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -295381.312500 Penalty: 3751.089844 Iteration 9Q: 3 clusters Score -295381.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -295414.250000 Penalty: 3751.089844 Iteration 10Q: 3 clusters Score -295414.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -295448.812500 Penalty: 3751.089844 Iteration 11Q: 3 clusters Score -295448.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -295495.656250 Penalty: 3751.089844 Iteration 12Q: 3 clusters Score -295495.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -295538.562500 Penalty: 3751.089844 Iteration 13Q: 3 clusters Score -295538.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -295571.218750 Penalty: 3751.089844 Iteration 14Q: 3 clusters Score -295571.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -295624.375000 Penalty: 3751.089844 Iteration 15Q: 3 clusters Score -295624.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -295695.000000 Penalty: 3751.089844 Iteration 16Q: 3 clusters Score -295695 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -295759.406250 Penalty: 3751.089844 Iteration 17Q: 3 clusters Score -295759.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -295803.968750 Penalty: 3751.089844 Iteration 18Q: 3 clusters Score -295804 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -295859.781250 Penalty: 3751.089844 Iteration 19Q: 3 clusters Score -295859.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -295937.500000 Penalty: 3751.089844 Iteration 20F: 3 clusters Score -295937.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -296041.281250 Penalty: 3751.089844 Iteration 21Q: 3 clusters Score -296041.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -296154.218750 Penalty: 3751.089844 Iteration 22Q: 3 clusters Score -296154.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -296237.062500 Penalty: 3751.089844 Iteration 23Q: 3 clusters Score -296237.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -296281.625000 Penalty: 3751.089844 Iteration 24Q: 3 clusters Score -296281.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -296302.843750 Penalty: 3751.089844 Iteration 25Q: 3 clusters Score -296302.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -296320.000000 Penalty: 3751.089844 Iteration 26Q: 3 clusters Score -296320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -296329.250000 Penalty: 3751.089844 Iteration 27Q: 3 clusters Score -296329.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -296334.718750 Penalty: 3751.089844 Iteration 28Q: 3 clusters Score -296334.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -296339.218750 Penalty: 3751.089844 Iteration 29Q: 3 clusters Score -296339.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -296341.156250 Penalty: 3751.089844 Iteration 30Q: 3 clusters Score -296341.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -296343.437500 Penalty: 3751.089844 Iteration 31Q: 3 clusters Score -296343.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -296343.437500 Penalty: 3751.089844 Iteration 32F: 3 clusters Score -296343.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Entering Unmasked Estep Score: -141122.656250 Penalty: 1686.993896 Iteration 0F: 2 clusters Score -141122.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -139256.046875 Penalty: 3373.987793 Iteration 0F: 3 clusters Score -139256 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -139595.031250 Penalty: 3373.987793 Iteration 1F: 3 clusters Score -139595 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -139724.296875 Penalty: 3373.987793 Iteration 2F: 3 clusters Score -139724.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -139808.125000 Penalty: 3373.987793 Iteration 3Q: 3 clusters Score -139808.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -139884.562500 Penalty: 3373.987793 Iteration 4Q: 3 clusters Score -139884.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -139939.343750 Penalty: 3373.987793 Iteration 5Q: 3 clusters Score -139939.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -139985.437500 Penalty: 3373.987793 Iteration 6Q: 3 clusters Score -139985.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -140008.781250 Penalty: 3373.987793 Iteration 7Q: 3 clusters Score -140008.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -140038.812500 Penalty: 3373.987793 Iteration 8Q: 3 clusters Score -140038.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -140098.421875 Penalty: 3373.987793 Iteration 9Q: 3 clusters Score -140098.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -140181.906250 Penalty: 3373.987793 Iteration 10Q: 3 clusters Score -140181.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -140327.515625 Penalty: 3373.987793 Iteration 11Q: 3 clusters Score -140327.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -140506.031250 Penalty: 3373.987793 Iteration 12Q: 3 clusters Score -140506 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -140741.562500 Penalty: 3373.987793 Iteration 13Q: 3 clusters Score -140741.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -140868.531250 Penalty: 3373.987793 Iteration 14Q: 3 clusters Score -140868.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -140906.125000 Penalty: 3373.987793 Iteration 15Q: 3 clusters Score -140906.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -140918.812500 Penalty: 3373.987793 Iteration 16Q: 3 clusters Score -140918.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -140923.640625 Penalty: 3373.987793 Iteration 17Q: 3 clusters Score -140923.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -140928.796875 Penalty: 3373.987793 Iteration 18Q: 3 clusters Score -140928.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -140933.375000 Penalty: 3373.987793 Iteration 19Q: 3 clusters Score -140933.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -140937.593750 Penalty: 3373.987793 Iteration 20F: 3 clusters Score -140937.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -140940.140625 Penalty: 3373.987793 Iteration 21Q: 3 clusters Score -140940.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -140945.593750 Penalty: 3373.987793 Iteration 22Q: 3 clusters Score -140945.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -140945.593750 Penalty: 3373.987793 Iteration 23F: 3 clusters Score -140945.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Entering Unmasked Estep Score: -438129.062500 Penalty: 1980.231201 Iteration 0F: 2 clusters Score -438129.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -434931.250000 Penalty: 3960.462402 Iteration 0F: 3 clusters Score -434931.2 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -435645.750000 Penalty: 3960.462402 Iteration 1F: 3 clusters Score -435645.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -435938.375000 Penalty: 3960.462402 Iteration 2F: 3 clusters Score -435938.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -436194.468750 Penalty: 3960.462402 Iteration 3F: 3 clusters Score -436194.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -436439.468750 Penalty: 3960.462402 Iteration 4F: 3 clusters Score -436439.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -436643.218750 Penalty: 3960.462402 Iteration 5F: 3 clusters Score -436643.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -436790.125000 Penalty: 3960.462402 Iteration 6Q: 3 clusters Score -436790.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -436881.187500 Penalty: 3960.462402 Iteration 7Q: 3 clusters Score -436881.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -436945.093750 Penalty: 3960.462402 Iteration 8Q: 3 clusters Score -436945.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -436992.781250 Penalty: 3960.462402 Iteration 9Q: 3 clusters Score -436992.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -437030.312500 Penalty: 3960.462402 Iteration 10Q: 3 clusters Score -437030.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -437062.500000 Penalty: 3960.462402 Iteration 11Q: 3 clusters Score -437062.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -437089.687500 Penalty: 3960.462402 Iteration 12Q: 3 clusters Score -437089.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -437102.406250 Penalty: 3960.462402 Iteration 13Q: 3 clusters Score -437102.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -437110.250000 Penalty: 3960.462402 Iteration 14Q: 3 clusters Score -437110.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -437116.062500 Penalty: 3960.462402 Iteration 15Q: 3 clusters Score -437116.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -437119.843750 Penalty: 3960.462402 Iteration 16Q: 3 clusters Score -437119.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -437120.906250 Penalty: 3960.462402 Iteration 17Q: 3 clusters Score -437120.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -437123.343750 Penalty: 3960.462402 Iteration 18Q: 3 clusters Score -437123.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -437124.750000 Penalty: 3960.462402 Iteration 19Q: 3 clusters Score -437124.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -437126.750000 Penalty: 3960.462402 Iteration 20F: 3 clusters Score -437126.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -437128.250000 Penalty: 3960.462402 Iteration 21Q: 3 clusters Score -437128.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -437131.062500 Penalty: 3960.462402 Iteration 22Q: 3 clusters Score -437131.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -437132.625000 Penalty: 3960.462402 Iteration 23Q: 3 clusters Score -437132.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -437133.125000 Penalty: 3960.462402 Iteration 24Q: 3 clusters Score -437133.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -437134.562500 Penalty: 3960.462402 Iteration 25Q: 3 clusters Score -437134.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -437134.562500 Penalty: 3960.462402 Iteration 26F: 3 clusters Score -437134.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Entering Unmasked Estep Score: -2041678.250000 Penalty: 2336.248779 Iteration 0F: 2 clusters Score -2041678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2032532.125000 Penalty: 4672.497559 Iteration 0F: 3 clusters Score -2032532 nChanged 5291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -2035564.625000 Penalty: 4672.497559 Iteration 1F: 3 clusters Score -2035565 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -2036371.875000 Penalty: 4672.497559 Iteration 2F: 3 clusters Score -2036372 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -2037266.750000 Penalty: 4672.497559 Iteration 3F: 3 clusters Score -2037267 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -2038234.750000 Penalty: 4672.497559 Iteration 4F: 3 clusters Score -2038235 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -2039018.250000 Penalty: 4672.497559 Iteration 5F: 3 clusters Score -2039018 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -2039472.375000 Penalty: 4672.497559 Iteration 6F: 3 clusters Score -2039472 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2039719.000000 Penalty: 4672.497559 Iteration 7Q: 3 clusters Score -2039719 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -2039817.250000 Penalty: 4672.497559 Iteration 8Q: 3 clusters Score -2039817 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -2039865.500000 Penalty: 4672.497559 Iteration 9Q: 3 clusters Score -2039866 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -2039896.375000 Penalty: 4672.497559 Iteration 10Q: 3 clusters Score -2039896 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -2039918.000000 Penalty: 4672.497559 Iteration 11Q: 3 clusters Score -2039918 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2039918.000000 Penalty: 4672.497559 Iteration 12Q: 3 clusters Score -2039918 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -2039916.375000 Penalty: 4672.497559 Iteration 13Q: 3 clusters Score -2039916 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -2039923.750000 Penalty: 4672.497559 Iteration 14Q: 3 clusters Score -2039924 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -2039922.625000 Penalty: 4672.497559 Iteration 15Q: 3 clusters Score -2039923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -2039924.625000 Penalty: 4672.497559 Iteration 16Q: 3 clusters Score -2039925 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -2039929.375000 Penalty: 4672.497559 Iteration 17Q: 3 clusters Score -2039929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 8447 members Entering Unmasked Estep Score: -2039930.000000 Penalty: 4672.497559 Iteration 18Q: 3 clusters Score -2039930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -2039931.875000 Penalty: 4672.497559 Iteration 19Q: 3 clusters Score -2039932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -2039931.375000 Penalty: 4672.497559 Iteration 20F: 3 clusters Score -2039931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -2039931.750000 Penalty: 4672.497559 Iteration 21Q: 3 clusters Score -2039932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -2039931.750000 Penalty: 4672.497559 Iteration 22F: 3 clusters Score -2039932 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (30159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30159 members Entering Unmasked Estep Score: -5004823.500000 Penalty: 2557.931152 Iteration 0F: 2 clusters Score -5004824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14959 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -4984063.500000 Penalty: 5115.862305 Iteration 0F: 3 clusters Score -4984064 nChanged 13752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 15766 members Entering Unmasked Estep Score: -4991531.000000 Penalty: 5115.862305 Iteration 1F: 3 clusters Score -4991531 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 16138 members Entering Unmasked Estep Score: -4992011.500000 Penalty: 5115.862305 Iteration 2Q: 3 clusters Score -4992012 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 16670 members Entering Unmasked Estep Score: -4992445.500000 Penalty: 5115.862305 Iteration 3Q: 3 clusters Score -4992446 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -4992874.500000 Penalty: 5115.862305 Iteration 4Q: 3 clusters Score -4992874 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -4993406.500000 Penalty: 5115.862305 Iteration 5Q: 3 clusters Score -4993406 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 19769 members Entering Unmasked Estep Score: -4994124.000000 Penalty: 5115.862305 Iteration 6Q: 3 clusters Score -4994124 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -4995255.000000 Penalty: 5115.862305 Iteration 7F: 3 clusters Score -4995255 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -4996861.000000 Penalty: 5115.862305 Iteration 8F: 3 clusters Score -4996861 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 25682 members Entering Unmasked Estep Score: -4998730.000000 Penalty: 5115.862305 Iteration 9F: 3 clusters Score -4998730 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -5000392.500000 Penalty: 5115.862305 Iteration 10F: 3 clusters Score -5000392 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 28568 members Entering Unmasked Estep Score: -5001508.500000 Penalty: 5115.862305 Iteration 11Q: 3 clusters Score -5001508 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 29126 members Entering Unmasked Estep Score: -5002037.000000 Penalty: 5115.862305 Iteration 12Q: 3 clusters Score -5002037 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 29387 members Entering Unmasked Estep Score: -5002302.000000 Penalty: 5115.862305 Iteration 13Q: 3 clusters Score -5002302 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 29512 members Entering Unmasked Estep Score: -5002454.500000 Penalty: 5115.862305 Iteration 14Q: 3 clusters Score -5002454 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 29571 members Entering Unmasked Estep Score: -5002532.500000 Penalty: 5115.862305 Iteration 15Q: 3 clusters Score -5002532 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 29611 members Entering Unmasked Estep Score: -5002579.500000 Penalty: 5115.862305 Iteration 16Q: 3 clusters Score -5002580 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 29645 members Entering Unmasked Estep Score: -5002615.000000 Penalty: 5115.862305 Iteration 17Q: 3 clusters Score -5002615 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 29671 members Entering Unmasked Estep Score: -5002637.000000 Penalty: 5115.862305 Iteration 18Q: 3 clusters Score -5002637 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 29684 members Entering Unmasked Estep Score: -5002648.500000 Penalty: 5115.862305 Iteration 19Q: 3 clusters Score -5002648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 29695 members Entering Unmasked Estep Score: -5002666.500000 Penalty: 5115.862305 Iteration 20F: 3 clusters Score -5002666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 29704 members Entering Unmasked Estep Score: -5002670.500000 Penalty: 5115.862305 Iteration 21Q: 3 clusters Score -5002670 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 29713 members Entering Unmasked Estep Score: -5002678.500000 Penalty: 5115.862305 Iteration 22Q: 3 clusters Score -5002678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 29713 members Entering Unmasked Estep Score: -5002678.500000 Penalty: 5115.862305 Iteration 23Q: 3 clusters Score -5002678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 29716 members Entering Unmasked Estep Score: -5002688.500000 Penalty: 5115.862305 Iteration 24Q: 3 clusters Score -5002688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 29717 members Entering Unmasked Estep Score: -5002689.500000 Penalty: 5115.862305 Iteration 25Q: 3 clusters Score -5002690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 29720 members Entering Unmasked Estep Score: -5002690.500000 Penalty: 5115.862305 Iteration 26Q: 3 clusters Score -5002690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 29721 members Entering Unmasked Estep Score: -5002688.500000 Penalty: 5115.862305 Iteration 27Q: 3 clusters Score -5002688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 29724 members Entering Unmasked Estep Score: -5002694.500000 Penalty: 5115.862305 Iteration 28Q: 3 clusters Score -5002694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 29726 members Entering Unmasked Estep Score: -5002702.500000 Penalty: 5115.862305 Iteration 29Q: 3 clusters Score -5002702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 29729 members Entering Unmasked Estep Score: -5002707.000000 Penalty: 5115.862305 Iteration 30Q: 3 clusters Score -5002707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 29730 members Entering Unmasked Estep Score: -5002712.500000 Penalty: 5115.862305 Iteration 31Q: 3 clusters Score -5002712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 29731 members Entering Unmasked Estep Score: -5002712.500000 Penalty: 5115.862305 Iteration 32Q: 3 clusters Score -5002712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 29732 members Entering Unmasked Estep Score: -5002712.500000 Penalty: 5115.862305 Iteration 33Q: 3 clusters Score -5002712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 29732 members Entering Unmasked Estep Score: -5002712.500000 Penalty: 5115.862305 Iteration 34F: 3 clusters Score -5002712 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Entering Unmasked Estep Score: -72260.640625 Penalty: 1556.607544 Iteration 0F: 2 clusters Score -72260.64 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 270 members Entering Unmasked Estep Score: -70819.859375 Penalty: 3113.215088 Iteration 0F: 3 clusters Score -70819.86 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -71062.859375 Penalty: 3113.215088 Iteration 1F: 3 clusters Score -71062.86 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -71130.203125 Penalty: 3113.215088 Iteration 2F: 3 clusters Score -71130.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -71164.570312 Penalty: 3113.215088 Iteration 3Q: 3 clusters Score -71164.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -71190.179688 Penalty: 3113.215088 Iteration 4Q: 3 clusters Score -71190.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -71200.609375 Penalty: 3113.215088 Iteration 5Q: 3 clusters Score -71200.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71204.828125 Penalty: 3113.215088 Iteration 6Q: 3 clusters Score -71204.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71206.023438 Penalty: 3113.215088 Iteration 7Q: 3 clusters Score -71206.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71206.023438 Penalty: 3113.215088 Iteration 8F: 3 clusters Score -71206.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Entering Unmasked Estep Score: -1075634.875000 Penalty: 2177.825684 Iteration 0F: 2 clusters Score -1075635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1070208.250000 Penalty: 4355.651367 Iteration 0F: 3 clusters Score -1070208 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1071694.750000 Penalty: 4355.651367 Iteration 1F: 3 clusters Score -1071695 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1072190.000000 Penalty: 4355.651367 Iteration 2F: 3 clusters Score -1072190 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1072803.750000 Penalty: 4355.651367 Iteration 3F: 3 clusters Score -1072804 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1073504.625000 Penalty: 4355.651367 Iteration 4F: 3 clusters Score -1073505 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1074038.625000 Penalty: 4355.651367 Iteration 5F: 3 clusters Score -1074039 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1074336.500000 Penalty: 4355.651367 Iteration 6F: 3 clusters Score -1074336 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1074493.125000 Penalty: 4355.651367 Iteration 7Q: 3 clusters Score -1074493 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1074575.125000 Penalty: 4355.651367 Iteration 8Q: 3 clusters Score -1074575 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1074615.375000 Penalty: 4355.651367 Iteration 9Q: 3 clusters Score -1074615 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1074638.000000 Penalty: 4355.651367 Iteration 10Q: 3 clusters Score -1074638 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1074651.500000 Penalty: 4355.651367 Iteration 11Q: 3 clusters Score -1074652 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1074658.375000 Penalty: 4355.651367 Iteration 12Q: 3 clusters Score -1074658 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1074665.875000 Penalty: 4355.651367 Iteration 13Q: 3 clusters Score -1074666 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1074675.625000 Penalty: 4355.651367 Iteration 14Q: 3 clusters Score -1074676 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1074682.750000 Penalty: 4355.651367 Iteration 15Q: 3 clusters Score -1074683 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1074689.875000 Penalty: 4355.651367 Iteration 16Q: 3 clusters Score -1074690 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1074693.125000 Penalty: 4355.651367 Iteration 17Q: 3 clusters Score -1074693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1074695.625000 Penalty: 4355.651367 Iteration 18Q: 3 clusters Score -1074696 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1074697.125000 Penalty: 4355.651367 Iteration 19Q: 3 clusters Score -1074697 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1074698.750000 Penalty: 4355.651367 Iteration 20F: 3 clusters Score -1074699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1074698.625000 Penalty: 4355.651367 Iteration 21Q: 3 clusters Score -1074699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1074701.625000 Penalty: 4355.651367 Iteration 22Q: 3 clusters Score -1074702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1074702.250000 Penalty: 4355.651367 Iteration 23Q: 3 clusters Score -1074702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1074703.625000 Penalty: 4355.651367 Iteration 24Q: 3 clusters Score -1074704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1074703.875000 Penalty: 4355.651367 Iteration 25Q: 3 clusters Score -1074704 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1074703.875000 Penalty: 4355.651367 Iteration 26F: 3 clusters Score -1074704 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (41160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41160 members Entering Unmasked Estep Score: -6803100.000000 Penalty: 2635.055176 Iteration 0F: 2 clusters Score -6803100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 20601 members Entering Unmasked Estep Score: -6775381.500000 Penalty: 5270.110352 Iteration 0F: 3 clusters Score -6775382 nChanged 18649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20386 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -6785356.500000 Penalty: 5270.110352 Iteration 1F: 3 clusters Score -6785356 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20168 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -6785800.500000 Penalty: 5270.110352 Iteration 2Q: 3 clusters Score -6785800 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19857 members Mstep: Class 2 contains 21303 members Entering Unmasked Estep Score: -6786205.000000 Penalty: 5270.110352 Iteration 3Q: 3 clusters Score -6786205 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19490 members Mstep: Class 2 contains 21670 members Entering Unmasked Estep Score: -6786630.500000 Penalty: 5270.110352 Iteration 4Q: 3 clusters Score -6786630 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -6787038.500000 Penalty: 5270.110352 Iteration 5Q: 3 clusters Score -6787038 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18380 members Mstep: Class 2 contains 22780 members Entering Unmasked Estep Score: -6787475.000000 Penalty: 5270.110352 Iteration 6Q: 3 clusters Score -6787475 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17595 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -6788099.500000 Penalty: 5270.110352 Iteration 7Q: 3 clusters Score -6788100 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 24584 members Entering Unmasked Estep Score: -6788854.500000 Penalty: 5270.110352 Iteration 8Q: 3 clusters Score -6788854 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 25863 members Entering Unmasked Estep Score: -6789833.000000 Penalty: 5270.110352 Iteration 9Q: 3 clusters Score -6789833 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13716 members Mstep: Class 2 contains 27444 members Entering Unmasked Estep Score: -6791104.000000 Penalty: 5270.110352 Iteration 10F: 3 clusters Score -6791104 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 29166 members Entering Unmasked Estep Score: -6792502.000000 Penalty: 5270.110352 Iteration 11F: 3 clusters Score -6792502 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 30921 members Entering Unmasked Estep Score: -6793963.500000 Penalty: 5270.110352 Iteration 12F: 3 clusters Score -6793964 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 32584 members Entering Unmasked Estep Score: -6795349.000000 Penalty: 5270.110352 Iteration 13Q: 3 clusters Score -6795349 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 34067 members Entering Unmasked Estep Score: -6796519.000000 Penalty: 5270.110352 Iteration 14Q: 3 clusters Score -6796519 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 35364 members Entering Unmasked Estep Score: -6797503.000000 Penalty: 5270.110352 Iteration 15Q: 3 clusters Score -6797503 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 36524 members Entering Unmasked Estep Score: -6798370.000000 Penalty: 5270.110352 Iteration 16Q: 3 clusters Score -6798370 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 37507 members Entering Unmasked Estep Score: -6799068.500000 Penalty: 5270.110352 Iteration 17Q: 3 clusters Score -6799068 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 38265 members Entering Unmasked Estep Score: -6799617.000000 Penalty: 5270.110352 Iteration 18Q: 3 clusters Score -6799617 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 38837 members Entering Unmasked Estep Score: -6799985.000000 Penalty: 5270.110352 Iteration 19Q: 3 clusters Score -6799985 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 39261 members Entering Unmasked Estep Score: -6800263.000000 Penalty: 5270.110352 Iteration 20F: 3 clusters Score -6800263 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 39563 members Entering Unmasked Estep Score: -6800462.500000 Penalty: 5270.110352 Iteration 21Q: 3 clusters Score -6800462 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 39791 members Entering Unmasked Estep Score: -6800622.500000 Penalty: 5270.110352 Iteration 22Q: 3 clusters Score -6800622 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 39963 members Entering Unmasked Estep Score: -6800720.500000 Penalty: 5270.110352 Iteration 23Q: 3 clusters Score -6800720 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 40092 members Entering Unmasked Estep Score: -6800773.500000 Penalty: 5270.110352 Iteration 24Q: 3 clusters Score -6800774 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 40181 members Entering Unmasked Estep Score: -6800820.500000 Penalty: 5270.110352 Iteration 25Q: 3 clusters Score -6800820 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 40242 members Entering Unmasked Estep Score: -6800864.500000 Penalty: 5270.110352 Iteration 26Q: 3 clusters Score -6800864 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 40290 members Entering Unmasked Estep Score: -6800918.000000 Penalty: 5270.110352 Iteration 27Q: 3 clusters Score -6800918 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 40334 members Entering Unmasked Estep Score: -6800936.000000 Penalty: 5270.110352 Iteration 28Q: 3 clusters Score -6800936 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 40377 members Entering Unmasked Estep Score: -6800958.500000 Penalty: 5270.110352 Iteration 29Q: 3 clusters Score -6800958 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 40408 members Entering Unmasked Estep Score: -6800984.000000 Penalty: 5270.110352 Iteration 30Q: 3 clusters Score -6800984 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 40423 members Entering Unmasked Estep Score: -6800994.000000 Penalty: 5270.110352 Iteration 31Q: 3 clusters Score -6800994 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -6800995.000000 Penalty: 5270.110352 Iteration 32Q: 3 clusters Score -6800995 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 40447 members Entering Unmasked Estep Score: -6800989.000000 Penalty: 5270.110352 Iteration 33Q: 3 clusters Score -6800989 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 40453 members Entering Unmasked Estep Score: -6800992.500000 Penalty: 5270.110352 Iteration 34Q: 3 clusters Score -6800992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 40456 members Entering Unmasked Estep Score: -6801000.000000 Penalty: 5270.110352 Iteration 35Q: 3 clusters Score -6801000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 40460 members Entering Unmasked Estep Score: -6801004.500000 Penalty: 5270.110352 Iteration 36Q: 3 clusters Score -6801004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 40462 members Entering Unmasked Estep Score: -6801006.000000 Penalty: 5270.110352 Iteration 37Q: 3 clusters Score -6801006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 40463 members Entering Unmasked Estep Score: -6801005.500000 Penalty: 5270.110352 Iteration 38Q: 3 clusters Score -6801006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 40463 members Entering Unmasked Estep Score: -6801005.500000 Penalty: 5270.110352 Iteration 39F: 3 clusters Score -6801006 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Entering Unmasked Estep Score: -4014869.750000 Penalty: 2497.301514 Iteration 0F: 2 clusters Score -4014870 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -3998485.000000 Penalty: 4994.603027 Iteration 0F: 3 clusters Score -3998485 nChanged 10424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -4004151.250000 Penalty: 4994.603027 Iteration 1F: 3 clusters Score -4004151 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -4004585.250000 Penalty: 4994.603027 Iteration 2F: 3 clusters Score -4004585 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12328 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -4004929.000000 Penalty: 4994.603027 Iteration 3Q: 3 clusters Score -4004929 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -4005275.000000 Penalty: 4994.603027 Iteration 4Q: 3 clusters Score -4005275 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -4005607.000000 Penalty: 4994.603027 Iteration 5Q: 3 clusters Score -4005607 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13568 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -4006028.250000 Penalty: 4994.603027 Iteration 6Q: 3 clusters Score -4006028 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -4006485.000000 Penalty: 4994.603027 Iteration 7Q: 3 clusters Score -4006485 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -4007008.000000 Penalty: 4994.603027 Iteration 8Q: 3 clusters Score -4007008 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -4007637.000000 Penalty: 4994.603027 Iteration 9Q: 3 clusters Score -4007637 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16842 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -4008289.250000 Penalty: 4994.603027 Iteration 10Q: 3 clusters Score -4008289 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17876 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -4009014.500000 Penalty: 4994.603027 Iteration 11Q: 3 clusters Score -4009014 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18877 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -4009731.500000 Penalty: 4994.603027 Iteration 12Q: 3 clusters Score -4009732 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19785 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -4010371.500000 Penalty: 4994.603027 Iteration 13Q: 3 clusters Score -4010372 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -4010943.000000 Penalty: 4994.603027 Iteration 14Q: 3 clusters Score -4010943 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -4011433.750000 Penalty: 4994.603027 Iteration 15Q: 3 clusters Score -4011434 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21708 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -4011772.750000 Penalty: 4994.603027 Iteration 16Q: 3 clusters Score -4011773 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22066 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -4012023.750000 Penalty: 4994.603027 Iteration 17Q: 3 clusters Score -4012024 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22327 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -4012198.250000 Penalty: 4994.603027 Iteration 18Q: 3 clusters Score -4012198 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22526 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -4012342.250000 Penalty: 4994.603027 Iteration 19Q: 3 clusters Score -4012342 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22656 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -4012443.000000 Penalty: 4994.603027 Iteration 20F: 3 clusters Score -4012443 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22761 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -4012516.750000 Penalty: 4994.603027 Iteration 21Q: 3 clusters Score -4012517 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22836 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -4012567.750000 Penalty: 4994.603027 Iteration 22Q: 3 clusters Score -4012568 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22882 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -4012607.500000 Penalty: 4994.603027 Iteration 23Q: 3 clusters Score -4012608 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -4012634.750000 Penalty: 4994.603027 Iteration 24Q: 3 clusters Score -4012635 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -4012647.750000 Penalty: 4994.603027 Iteration 25Q: 3 clusters Score -4012648 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22970 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -4012670.750000 Penalty: 4994.603027 Iteration 26Q: 3 clusters Score -4012671 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22990 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -4012684.500000 Penalty: 4994.603027 Iteration 27Q: 3 clusters Score -4012684 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23002 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -4012690.500000 Penalty: 4994.603027 Iteration 28Q: 3 clusters Score -4012690 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -4012698.250000 Penalty: 4994.603027 Iteration 29Q: 3 clusters Score -4012698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -4012703.250000 Penalty: 4994.603027 Iteration 30Q: 3 clusters Score -4012703 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23028 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -4012704.500000 Penalty: 4994.603027 Iteration 31Q: 3 clusters Score -4012704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4012709.000000 Penalty: 4994.603027 Iteration 32Q: 3 clusters Score -4012709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4012714.500000 Penalty: 4994.603027 Iteration 33Q: 3 clusters Score -4012714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23034 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4012716.500000 Penalty: 4994.603027 Iteration 34Q: 3 clusters Score -4012716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23034 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4012716.500000 Penalty: 4994.603027 Iteration 35F: 3 clusters Score -4012716 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Entering Unmasked Estep Score: -680758.187500 Penalty: 2046.542114 Iteration 0F: 2 clusters Score -680758.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -676954.937500 Penalty: 4093.084229 Iteration 0F: 3 clusters Score -676954.9 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -677780.437500 Penalty: 4093.084229 Iteration 1F: 3 clusters Score -677780.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -677956.750000 Penalty: 4093.084229 Iteration 2F: 3 clusters Score -677956.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -678054.500000 Penalty: 4093.084229 Iteration 3Q: 3 clusters Score -678054.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -678114.312500 Penalty: 4093.084229 Iteration 4Q: 3 clusters Score -678114.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -678158.812500 Penalty: 4093.084229 Iteration 5Q: 3 clusters Score -678158.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -678188.625000 Penalty: 4093.084229 Iteration 6Q: 3 clusters Score -678188.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -678213.250000 Penalty: 4093.084229 Iteration 7Q: 3 clusters Score -678213.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -678235.062500 Penalty: 4093.084229 Iteration 8Q: 3 clusters Score -678235.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -678255.687500 Penalty: 4093.084229 Iteration 9Q: 3 clusters Score -678255.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -678270.875000 Penalty: 4093.084229 Iteration 10Q: 3 clusters Score -678270.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -678295.062500 Penalty: 4093.084229 Iteration 11Q: 3 clusters Score -678295.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -678317.750000 Penalty: 4093.084229 Iteration 12Q: 3 clusters Score -678317.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -678332.000000 Penalty: 4093.084229 Iteration 13Q: 3 clusters Score -678332 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -678352.000000 Penalty: 4093.084229 Iteration 14Q: 3 clusters Score -678352 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -678368.312500 Penalty: 4093.084229 Iteration 15Q: 3 clusters Score -678368.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -678376.000000 Penalty: 4093.084229 Iteration 16Q: 3 clusters Score -678376 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -678385.000000 Penalty: 4093.084229 Iteration 17Q: 3 clusters Score -678385 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -678395.500000 Penalty: 4093.084229 Iteration 18Q: 3 clusters Score -678395.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -678401.750000 Penalty: 4093.084229 Iteration 19Q: 3 clusters Score -678401.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -678409.000000 Penalty: 4093.084229 Iteration 20F: 3 clusters Score -678409 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -678417.625000 Penalty: 4093.084229 Iteration 21Q: 3 clusters Score -678417.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -678423.562500 Penalty: 4093.084229 Iteration 22Q: 3 clusters Score -678423.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -678425.625000 Penalty: 4093.084229 Iteration 23Q: 3 clusters Score -678425.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -678430.187500 Penalty: 4093.084229 Iteration 24Q: 3 clusters Score -678430.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -678434.437500 Penalty: 4093.084229 Iteration 25Q: 3 clusters Score -678434.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -678439.187500 Penalty: 4093.084229 Iteration 26Q: 3 clusters Score -678439.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -678445.687500 Penalty: 4093.084229 Iteration 27Q: 3 clusters Score -678445.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -678454.562500 Penalty: 4093.084229 Iteration 28Q: 3 clusters Score -678454.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -678464.687500 Penalty: 4093.084229 Iteration 29Q: 3 clusters Score -678464.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -678474.687500 Penalty: 4093.084229 Iteration 30Q: 3 clusters Score -678474.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -678482.500000 Penalty: 4093.084229 Iteration 31Q: 3 clusters Score -678482.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -678493.125000 Penalty: 4093.084229 Iteration 32Q: 3 clusters Score -678493.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -678503.687500 Penalty: 4093.084229 Iteration 33Q: 3 clusters Score -678503.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -678513.062500 Penalty: 4093.084229 Iteration 34Q: 3 clusters Score -678513.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -678519.812500 Penalty: 4093.084229 Iteration 35Q: 3 clusters Score -678519.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -678529.812500 Penalty: 4093.084229 Iteration 36Q: 3 clusters Score -678529.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -678541.187500 Penalty: 4093.084229 Iteration 37Q: 3 clusters Score -678541.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -678552.875000 Penalty: 4093.084229 Iteration 38Q: 3 clusters Score -678552.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -678563.812500 Penalty: 4093.084229 Iteration 39Q: 3 clusters Score -678563.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -678575.562500 Penalty: 4093.084229 Iteration 40F: 3 clusters Score -678575.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -678591.312500 Penalty: 4093.084229 Iteration 41Q: 3 clusters Score -678591.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -678606.812500 Penalty: 4093.084229 Iteration 42Q: 3 clusters Score -678606.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -678621.375000 Penalty: 4093.084229 Iteration 43Q: 3 clusters Score -678621.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -678635.500000 Penalty: 4093.084229 Iteration 44Q: 3 clusters Score -678635.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -678645.187500 Penalty: 4093.084229 Iteration 45Q: 3 clusters Score -678645.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -678651.187500 Penalty: 4093.084229 Iteration 46Q: 3 clusters Score -678651.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -678661.062500 Penalty: 4093.084229 Iteration 47Q: 3 clusters Score -678661.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -678674.125000 Penalty: 4093.084229 Iteration 48Q: 3 clusters Score -678674.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -678685.625000 Penalty: 4093.084229 Iteration 49Q: 3 clusters Score -678685.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -678701.625000 Penalty: 4093.084229 Iteration 50Q: 3 clusters Score -678701.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -678708.250000 Penalty: 4093.084229 Iteration 51Q: 3 clusters Score -678708.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -678712.062500 Penalty: 4093.084229 Iteration 52Q: 3 clusters Score -678712.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -678717.562500 Penalty: 4093.084229 Iteration 53Q: 3 clusters Score -678717.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -678724.312500 Penalty: 4093.084229 Iteration 54Q: 3 clusters Score -678724.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -678735.750000 Penalty: 4093.084229 Iteration 55Q: 3 clusters Score -678735.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -678743.937500 Penalty: 4093.084229 Iteration 56Q: 3 clusters Score -678743.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -678753.312500 Penalty: 4093.084229 Iteration 57Q: 3 clusters Score -678753.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -678764.625000 Penalty: 4093.084229 Iteration 58Q: 3 clusters Score -678764.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -678773.625000 Penalty: 4093.084229 Iteration 59Q: 3 clusters Score -678773.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -678780.375000 Penalty: 4093.084229 Iteration 60F: 3 clusters Score -678780.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -678787.312500 Penalty: 4093.084229 Iteration 61Q: 3 clusters Score -678787.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -678792.750000 Penalty: 4093.084229 Iteration 62Q: 3 clusters Score -678792.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -678794.562500 Penalty: 4093.084229 Iteration 63Q: 3 clusters Score -678794.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -678796.187500 Penalty: 4093.084229 Iteration 64Q: 3 clusters Score -678796.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -678798.687500 Penalty: 4093.084229 Iteration 65Q: 3 clusters Score -678798.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -678799.750000 Penalty: 4093.084229 Iteration 66Q: 3 clusters Score -678799.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -678799.562500 Penalty: 4093.084229 Iteration 67Q: 3 clusters Score -678799.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -678799.562500 Penalty: 4093.084229 Iteration 68F: 3 clusters Score -678799.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -15771.094727 Penalty: 1225.527344 Iteration 0F: 2 clusters Score -15771.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -15015.518555 Penalty: 2451.054688 Iteration 0F: 3 clusters Score -15015.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -15051.409180 Penalty: 2451.054688 Iteration 1F: 3 clusters Score -15051.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -15053.077148 Penalty: 2451.054688 Iteration 2Q: 3 clusters Score -15053.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -15053.077148 Penalty: 2451.054688 Iteration 3F: 3 clusters Score -15053.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -148577.718750 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -148577.7 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 492 members Entering Unmasked Estep Score: -146744.828125 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -146744.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -147267.343750 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -147267.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -147560.875000 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -147560.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -147761.343750 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -147761.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -147935.781250 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -147935.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -148074.546875 Penalty: 3415.212646 Iteration 5Q: 3 clusters Score -148074.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -148265.781250 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -148265.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -148404.734375 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -148404.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -148491.062500 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -148491.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -148502.234375 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -148502.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -148504.937500 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -148504.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -148506.546875 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -148506.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -148506.546875 Penalty: 3415.212646 Iteration 12F: 3 clusters Score -148506.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (37591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37591 members Entering Unmasked Estep Score: -5911092.000000 Penalty: 2612.561035 Iteration 0F: 2 clusters Score -5911092 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 18865 members Entering Unmasked Estep Score: -5885563.000000 Penalty: 5225.122070 Iteration 0F: 3 clusters Score -5885563 nChanged 17227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18377 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -5895344.000000 Penalty: 5225.122070 Iteration 1F: 3 clusters Score -5895344 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18091 members Mstep: Class 2 contains 19500 members Entering Unmasked Estep Score: -5896120.500000 Penalty: 5225.122070 Iteration 2F: 3 clusters Score -5896120 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 19861 members Entering Unmasked Estep Score: -5896921.000000 Penalty: 5225.122070 Iteration 3F: 3 clusters Score -5896921 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17240 members Mstep: Class 2 contains 20351 members Entering Unmasked Estep Score: -5897720.500000 Penalty: 5225.122070 Iteration 4Q: 3 clusters Score -5897720 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -5898611.000000 Penalty: 5225.122070 Iteration 5Q: 3 clusters Score -5898611 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 21779 members Entering Unmasked Estep Score: -5899490.500000 Penalty: 5225.122070 Iteration 6Q: 3 clusters Score -5899490 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14852 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -5900450.000000 Penalty: 5225.122070 Iteration 7Q: 3 clusters Score -5900450 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13745 members Mstep: Class 2 contains 23846 members Entering Unmasked Estep Score: -5901416.000000 Penalty: 5225.122070 Iteration 8Q: 3 clusters Score -5901416 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Mstep: Class 2 contains 25046 members Entering Unmasked Estep Score: -5902440.000000 Penalty: 5225.122070 Iteration 9Q: 3 clusters Score -5902440 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -5903427.000000 Penalty: 5225.122070 Iteration 10Q: 3 clusters Score -5903427 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 27765 members Entering Unmasked Estep Score: -5904361.500000 Penalty: 5225.122070 Iteration 11Q: 3 clusters Score -5904362 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 29100 members Entering Unmasked Estep Score: -5905311.500000 Penalty: 5225.122070 Iteration 12Q: 3 clusters Score -5905312 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 30432 members Entering Unmasked Estep Score: -5906151.000000 Penalty: 5225.122070 Iteration 13Q: 3 clusters Score -5906151 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 31579 members Entering Unmasked Estep Score: -5906935.000000 Penalty: 5225.122070 Iteration 14Q: 3 clusters Score -5906935 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 32583 members Entering Unmasked Estep Score: -5907546.000000 Penalty: 5225.122070 Iteration 15Q: 3 clusters Score -5907546 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 33380 members Entering Unmasked Estep Score: -5907992.500000 Penalty: 5225.122070 Iteration 16Q: 3 clusters Score -5907992 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 33979 members Entering Unmasked Estep Score: -5908331.500000 Penalty: 5225.122070 Iteration 17Q: 3 clusters Score -5908332 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 34430 members Entering Unmasked Estep Score: -5908523.500000 Penalty: 5225.122070 Iteration 18Q: 3 clusters Score -5908524 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 34783 members Entering Unmasked Estep Score: -5908679.000000 Penalty: 5225.122070 Iteration 19Q: 3 clusters Score -5908679 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 35109 members Entering Unmasked Estep Score: -5908865.000000 Penalty: 5225.122070 Iteration 20F: 3 clusters Score -5908865 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 35360 members Entering Unmasked Estep Score: -5908979.000000 Penalty: 5225.122070 Iteration 21Q: 3 clusters Score -5908979 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 35564 members Entering Unmasked Estep Score: -5909053.500000 Penalty: 5225.122070 Iteration 22Q: 3 clusters Score -5909054 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 35705 members Entering Unmasked Estep Score: -5909122.000000 Penalty: 5225.122070 Iteration 23Q: 3 clusters Score -5909122 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 35820 members Entering Unmasked Estep Score: -5909195.500000 Penalty: 5225.122070 Iteration 24Q: 3 clusters Score -5909196 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 35918 members Entering Unmasked Estep Score: -5909239.500000 Penalty: 5225.122070 Iteration 25Q: 3 clusters Score -5909240 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -5909292.000000 Penalty: 5225.122070 Iteration 26Q: 3 clusters Score -5909292 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 36070 members Entering Unmasked Estep Score: -5909314.500000 Penalty: 5225.122070 Iteration 27Q: 3 clusters Score -5909314 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 36136 members Entering Unmasked Estep Score: -5909353.000000 Penalty: 5225.122070 Iteration 28Q: 3 clusters Score -5909353 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 36178 members Entering Unmasked Estep Score: -5909377.000000 Penalty: 5225.122070 Iteration 29Q: 3 clusters Score -5909377 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 36213 members Entering Unmasked Estep Score: -5909396.000000 Penalty: 5225.122070 Iteration 30Q: 3 clusters Score -5909396 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 36244 members Entering Unmasked Estep Score: -5909414.000000 Penalty: 5225.122070 Iteration 31Q: 3 clusters Score -5909414 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 36257 members Entering Unmasked Estep Score: -5909425.000000 Penalty: 5225.122070 Iteration 32Q: 3 clusters Score -5909425 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 36292 members Entering Unmasked Estep Score: -5909439.000000 Penalty: 5225.122070 Iteration 33Q: 3 clusters Score -5909439 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 36313 members Entering Unmasked Estep Score: -5909447.000000 Penalty: 5225.122070 Iteration 34Q: 3 clusters Score -5909447 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 36330 members Entering Unmasked Estep Score: -5909441.000000 Penalty: 5225.122070 Iteration 35Q: 3 clusters Score -5909441 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 36339 members Entering Unmasked Estep Score: -5909448.000000 Penalty: 5225.122070 Iteration 36Q: 3 clusters Score -5909448 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 36349 members Entering Unmasked Estep Score: -5909458.500000 Penalty: 5225.122070 Iteration 37Q: 3 clusters Score -5909458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 36351 members Entering Unmasked Estep Score: -5909454.000000 Penalty: 5225.122070 Iteration 38Q: 3 clusters Score -5909454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 36355 members Entering Unmasked Estep Score: -5909458.000000 Penalty: 5225.122070 Iteration 39Q: 3 clusters Score -5909458 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 36360 members Entering Unmasked Estep Score: -5909469.500000 Penalty: 5225.122070 Iteration 40F: 3 clusters Score -5909470 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 36362 members Entering Unmasked Estep Score: -5909470.000000 Penalty: 5225.122070 Iteration 41Q: 3 clusters Score -5909470 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 36375 members Entering Unmasked Estep Score: -5909471.500000 Penalty: 5225.122070 Iteration 42Q: 3 clusters Score -5909472 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 36377 members Entering Unmasked Estep Score: -5909480.500000 Penalty: 5225.122070 Iteration 43Q: 3 clusters Score -5909480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 36379 members Entering Unmasked Estep Score: -5909481.500000 Penalty: 5225.122070 Iteration 44Q: 3 clusters Score -5909482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -5909482.000000 Penalty: 5225.122070 Iteration 45Q: 3 clusters Score -5909482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 36382 members Entering Unmasked Estep Score: -5909482.500000 Penalty: 5225.122070 Iteration 46Q: 3 clusters Score -5909482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 36383 members Entering Unmasked Estep Score: -5909485.000000 Penalty: 5225.122070 Iteration 47Q: 3 clusters Score -5909485 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 36385 members Entering Unmasked Estep Score: -5909486.500000 Penalty: 5225.122070 Iteration 48Q: 3 clusters Score -5909486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 36387 members Entering Unmasked Estep Score: -5909486.000000 Penalty: 5225.122070 Iteration 49Q: 3 clusters Score -5909486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 36386 members Entering Unmasked Estep Score: -5909487.000000 Penalty: 5225.122070 Iteration 50Q: 3 clusters Score -5909487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 36386 members Entering Unmasked Estep Score: -5909487.000000 Penalty: 5225.122070 Iteration 51F: 3 clusters Score -5909487 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (74103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74103 members Entering Unmasked Estep Score: -11771314.000000 Penalty: 2780.876465 Iteration 0F: 2 clusters Score -1.177131e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36960 members Mstep: Class 2 contains 37143 members Entering Unmasked Estep Score: -11722078.000000 Penalty: 5561.752930 Iteration 0F: 3 clusters Score -1.172208e+07 nChanged 34765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35455 members Mstep: Class 2 contains 38648 members Entering Unmasked Estep Score: -11742144.000000 Penalty: 5561.752930 Iteration 1F: 3 clusters Score -1.174214e+07 nChanged 3317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34802 members Mstep: Class 2 contains 39301 members Entering Unmasked Estep Score: -11743432.000000 Penalty: 5561.752930 Iteration 2Q: 3 clusters Score -1.174343e+07 nChanged 3708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33976 members Mstep: Class 2 contains 40127 members Entering Unmasked Estep Score: -11745289.000000 Penalty: 5561.752930 Iteration 3F: 3 clusters Score -1.174529e+07 nChanged 3999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33005 members Mstep: Class 2 contains 41098 members Entering Unmasked Estep Score: -11747545.000000 Penalty: 5561.752930 Iteration 4F: 3 clusters Score -1.174754e+07 nChanged 4357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32034 members Mstep: Class 2 contains 42069 members Entering Unmasked Estep Score: -11750144.000000 Penalty: 5561.752930 Iteration 5F: 3 clusters Score -1.175014e+07 nChanged 4356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31188 members Mstep: Class 2 contains 42915 members Entering Unmasked Estep Score: -11752789.000000 Penalty: 5561.752930 Iteration 6F: 3 clusters Score -1.175279e+07 nChanged 4229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30363 members Mstep: Class 2 contains 43740 members Entering Unmasked Estep Score: -11755237.000000 Penalty: 5561.752930 Iteration 7F: 3 clusters Score -1.175524e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29556 members Mstep: Class 2 contains 44547 members Entering Unmasked Estep Score: -11757203.000000 Penalty: 5561.752930 Iteration 8F: 3 clusters Score -1.17572e+07 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28914 members Mstep: Class 2 contains 45189 members Entering Unmasked Estep Score: -11758743.000000 Penalty: 5561.752930 Iteration 9Q: 3 clusters Score -1.175874e+07 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28343 members Mstep: Class 2 contains 45760 members Entering Unmasked Estep Score: -11759738.000000 Penalty: 5561.752930 Iteration 10Q: 3 clusters Score -1.175974e+07 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27846 members Mstep: Class 2 contains 46257 members Entering Unmasked Estep Score: -11760283.000000 Penalty: 5561.752930 Iteration 11Q: 3 clusters Score -1.176028e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27360 members Mstep: Class 2 contains 46743 members Entering Unmasked Estep Score: -11760685.000000 Penalty: 5561.752930 Iteration 12Q: 3 clusters Score -1.176068e+07 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26839 members Mstep: Class 2 contains 47264 members Entering Unmasked Estep Score: -11760830.000000 Penalty: 5561.752930 Iteration 13Q: 3 clusters Score -1.176083e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26370 members Mstep: Class 2 contains 47733 members Entering Unmasked Estep Score: -11760951.000000 Penalty: 5561.752930 Iteration 14Q: 3 clusters Score -1.176095e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25925 members Mstep: Class 2 contains 48178 members Entering Unmasked Estep Score: -11761097.000000 Penalty: 5561.752930 Iteration 15Q: 3 clusters Score -1.17611e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25431 members Mstep: Class 2 contains 48672 members Entering Unmasked Estep Score: -11761197.000000 Penalty: 5561.752930 Iteration 16Q: 3 clusters Score -1.17612e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24925 members Mstep: Class 2 contains 49178 members Entering Unmasked Estep Score: -11761306.000000 Penalty: 5561.752930 Iteration 17Q: 3 clusters Score -1.176131e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 49734 members Entering Unmasked Estep Score: -11761465.000000 Penalty: 5561.752930 Iteration 18Q: 3 clusters Score -1.176146e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23762 members Mstep: Class 2 contains 50341 members Entering Unmasked Estep Score: -11761647.000000 Penalty: 5561.752930 Iteration 19Q: 3 clusters Score -1.176165e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 50977 members Entering Unmasked Estep Score: -11761804.000000 Penalty: 5561.752930 Iteration 20F: 3 clusters Score -1.17618e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22413 members Mstep: Class 2 contains 51690 members Entering Unmasked Estep Score: -11761942.000000 Penalty: 5561.752930 Iteration 21Q: 3 clusters Score -1.176194e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 52417 members Entering Unmasked Estep Score: -11762145.000000 Penalty: 5561.752930 Iteration 22Q: 3 clusters Score -1.176214e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20971 members Mstep: Class 2 contains 53132 members Entering Unmasked Estep Score: -11762315.000000 Penalty: 5561.752930 Iteration 23Q: 3 clusters Score -1.176232e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20246 members Mstep: Class 2 contains 53857 members Entering Unmasked Estep Score: -11762522.000000 Penalty: 5561.752930 Iteration 24Q: 3 clusters Score -1.176252e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19465 members Mstep: Class 2 contains 54638 members Entering Unmasked Estep Score: -11762689.000000 Penalty: 5561.752930 Iteration 25Q: 3 clusters Score -1.176269e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18677 members Mstep: Class 2 contains 55426 members Entering Unmasked Estep Score: -11762971.000000 Penalty: 5561.752930 Iteration 26Q: 3 clusters Score -1.176297e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17815 members Mstep: Class 2 contains 56288 members Entering Unmasked Estep Score: -11763228.000000 Penalty: 5561.752930 Iteration 27Q: 3 clusters Score -1.176323e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 57174 members Entering Unmasked Estep Score: -11763494.000000 Penalty: 5561.752930 Iteration 28Q: 3 clusters Score -1.176349e+07 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 58087 members Entering Unmasked Estep Score: -11763830.000000 Penalty: 5561.752930 Iteration 29Q: 3 clusters Score -1.176383e+07 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15036 members Mstep: Class 2 contains 59067 members Entering Unmasked Estep Score: -11764222.000000 Penalty: 5561.752930 Iteration 30Q: 3 clusters Score -1.176422e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14025 members Mstep: Class 2 contains 60078 members Entering Unmasked Estep Score: -11764609.000000 Penalty: 5561.752930 Iteration 31Q: 3 clusters Score -1.176461e+07 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 61165 members Entering Unmasked Estep Score: -11765049.000000 Penalty: 5561.752930 Iteration 32Q: 3 clusters Score -1.176505e+07 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 62229 members Entering Unmasked Estep Score: -11765488.000000 Penalty: 5561.752930 Iteration 33Q: 3 clusters Score -1.176549e+07 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 63293 members Entering Unmasked Estep Score: -11765978.000000 Penalty: 5561.752930 Iteration 34Q: 3 clusters Score -1.176598e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 64353 members Entering Unmasked Estep Score: -11766386.000000 Penalty: 5561.752930 Iteration 35Q: 3 clusters Score -1.176639e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 65349 members Entering Unmasked Estep Score: -11766819.000000 Penalty: 5561.752930 Iteration 36Q: 3 clusters Score -1.176682e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 66277 members Entering Unmasked Estep Score: -11767267.000000 Penalty: 5561.752930 Iteration 37Q: 3 clusters Score -1.176727e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 67110 members Entering Unmasked Estep Score: -11767646.000000 Penalty: 5561.752930 Iteration 38Q: 3 clusters Score -1.176765e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 67862 members Entering Unmasked Estep Score: -11767986.000000 Penalty: 5561.752930 Iteration 39Q: 3 clusters Score -1.176799e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 68506 members Entering Unmasked Estep Score: -11768266.000000 Penalty: 5561.752930 Iteration 40F: 3 clusters Score -1.176827e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 69036 members Entering Unmasked Estep Score: -11768447.000000 Penalty: 5561.752930 Iteration 41Q: 3 clusters Score -1.176845e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 69471 members Entering Unmasked Estep Score: -11768558.000000 Penalty: 5561.752930 Iteration 42Q: 3 clusters Score -1.176856e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 69863 members Entering Unmasked Estep Score: -11768695.000000 Penalty: 5561.752930 Iteration 43Q: 3 clusters Score -1.17687e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 70185 members Entering Unmasked Estep Score: -11768790.000000 Penalty: 5561.752930 Iteration 44Q: 3 clusters Score -1.176879e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 70450 members Entering Unmasked Estep Score: -11768875.000000 Penalty: 5561.752930 Iteration 45Q: 3 clusters Score -1.176888e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 70693 members Entering Unmasked Estep Score: -11768939.000000 Penalty: 5561.752930 Iteration 46Q: 3 clusters Score -1.176894e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 70902 members Entering Unmasked Estep Score: -11769007.000000 Penalty: 5561.752930 Iteration 47Q: 3 clusters Score -1.176901e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 71062 members Entering Unmasked Estep Score: -11769082.000000 Penalty: 5561.752930 Iteration 48Q: 3 clusters Score -1.176908e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 71211 members Entering Unmasked Estep Score: -11769110.000000 Penalty: 5561.752930 Iteration 49Q: 3 clusters Score -1.176911e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 71332 members Entering Unmasked Estep Score: -11769168.000000 Penalty: 5561.752930 Iteration 50Q: 3 clusters Score -1.176917e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 71435 members Entering Unmasked Estep Score: -11769207.000000 Penalty: 5561.752930 Iteration 51Q: 3 clusters Score -1.176921e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 71515 members Entering Unmasked Estep Score: -11769243.000000 Penalty: 5561.752930 Iteration 52Q: 3 clusters Score -1.176924e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 71577 members Entering Unmasked Estep Score: -11769250.000000 Penalty: 5561.752930 Iteration 53Q: 3 clusters Score -1.176925e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 71652 members Entering Unmasked Estep Score: -11769251.000000 Penalty: 5561.752930 Iteration 54Q: 3 clusters Score -1.176925e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 71717 members Entering Unmasked Estep Score: -11769274.000000 Penalty: 5561.752930 Iteration 55Q: 3 clusters Score -1.176927e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 71776 members Entering Unmasked Estep Score: -11769294.000000 Penalty: 5561.752930 Iteration 56Q: 3 clusters Score -1.176929e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 71829 members Entering Unmasked Estep Score: -11769314.000000 Penalty: 5561.752930 Iteration 57Q: 3 clusters Score -1.176931e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 71876 members Entering Unmasked Estep Score: -11769310.000000 Penalty: 5561.752930 Iteration 58Q: 3 clusters Score -1.176931e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 71928 members Entering Unmasked Estep Score: -11769363.000000 Penalty: 5561.752930 Iteration 59Q: 3 clusters Score -1.176936e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 71985 members Entering Unmasked Estep Score: -11769376.000000 Penalty: 5561.752930 Iteration 60F: 3 clusters Score -1.176938e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 72023 members Entering Unmasked Estep Score: -11769400.000000 Penalty: 5561.752930 Iteration 61Q: 3 clusters Score -1.17694e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 72065 members Entering Unmasked Estep Score: -11769432.000000 Penalty: 5561.752930 Iteration 62Q: 3 clusters Score -1.176943e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 72108 members Entering Unmasked Estep Score: -11769467.000000 Penalty: 5561.752930 Iteration 63Q: 3 clusters Score -1.176947e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 72144 members Entering Unmasked Estep Score: -11769492.000000 Penalty: 5561.752930 Iteration 64Q: 3 clusters Score -1.176949e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 72173 members Entering Unmasked Estep Score: -11769519.000000 Penalty: 5561.752930 Iteration 65Q: 3 clusters Score -1.176952e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 72213 members Entering Unmasked Estep Score: -11769537.000000 Penalty: 5561.752930 Iteration 66Q: 3 clusters Score -1.176954e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 72245 members Entering Unmasked Estep Score: -11769542.000000 Penalty: 5561.752930 Iteration 67Q: 3 clusters Score -1.176954e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 72269 members Entering Unmasked Estep Score: -11769558.000000 Penalty: 5561.752930 Iteration 68Q: 3 clusters Score -1.176956e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 72297 members Entering Unmasked Estep Score: -11769580.000000 Penalty: 5561.752930 Iteration 69Q: 3 clusters Score -1.176958e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 72319 members Entering Unmasked Estep Score: -11769581.000000 Penalty: 5561.752930 Iteration 70Q: 3 clusters Score -1.176958e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 72332 members Entering Unmasked Estep Score: -11769598.000000 Penalty: 5561.752930 Iteration 71Q: 3 clusters Score -1.17696e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 72340 members Entering Unmasked Estep Score: -11769592.000000 Penalty: 5561.752930 Iteration 72Q: 3 clusters Score -1.176959e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 72343 members Entering Unmasked Estep Score: -11769602.000000 Penalty: 5561.752930 Iteration 73Q: 3 clusters Score -1.17696e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 72345 members Entering Unmasked Estep Score: -11769632.000000 Penalty: 5561.752930 Iteration 74Q: 3 clusters Score -1.176963e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 72349 members Entering Unmasked Estep Score: -11769645.000000 Penalty: 5561.752930 Iteration 75Q: 3 clusters Score -1.176964e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 72346 members Entering Unmasked Estep Score: -11769650.000000 Penalty: 5561.752930 Iteration 76Q: 3 clusters Score -1.176965e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 72346 members Entering Unmasked Estep Score: -11769669.000000 Penalty: 5561.752930 Iteration 77Q: 3 clusters Score -1.176967e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 72347 members Entering Unmasked Estep Score: -11769660.000000 Penalty: 5561.752930 Iteration 78Q: 3 clusters Score -1.176966e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 72348 members Entering Unmasked Estep Score: -11769668.000000 Penalty: 5561.752930 Iteration 79Q: 3 clusters Score -1.176967e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 72347 members Entering Unmasked Estep Score: -11769666.000000 Penalty: 5561.752930 Iteration 80F: 3 clusters Score -1.176967e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 72350 members Entering Unmasked Estep Score: -11769665.000000 Penalty: 5561.752930 Iteration 81Q: 3 clusters Score -1.176966e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 72354 members Entering Unmasked Estep Score: -11769678.000000 Penalty: 5561.752930 Iteration 82Q: 3 clusters Score -1.176968e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 72362 members Entering Unmasked Estep Score: -11769683.000000 Penalty: 5561.752930 Iteration 83Q: 3 clusters Score -1.176968e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 72362 members Entering Unmasked Estep Score: -11769673.000000 Penalty: 5561.752930 Iteration 84Q: 3 clusters Score -1.176967e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 72365 members Entering Unmasked Estep Score: -11769676.000000 Penalty: 5561.752930 Iteration 85Q: 3 clusters Score -1.176968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 72365 members Entering Unmasked Estep Score: -11769671.000000 Penalty: 5561.752930 Iteration 86Q: 3 clusters Score -1.176967e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 72366 members Entering Unmasked Estep Score: -11769673.000000 Penalty: 5561.752930 Iteration 87Q: 3 clusters Score -1.176967e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 72368 members Entering Unmasked Estep Score: -11769678.000000 Penalty: 5561.752930 Iteration 88Q: 3 clusters Score -1.176968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 72372 members Entering Unmasked Estep Score: -11769682.000000 Penalty: 5561.752930 Iteration 89Q: 3 clusters Score -1.176968e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 72374 members Entering Unmasked Estep Score: -11769692.000000 Penalty: 5561.752930 Iteration 90Q: 3 clusters Score -1.176969e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 72377 members Entering Unmasked Estep Score: -11769678.000000 Penalty: 5561.752930 Iteration 91Q: 3 clusters Score -1.176968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 72377 members Entering Unmasked Estep Score: -11769689.000000 Penalty: 5561.752930 Iteration 92Q: 3 clusters Score -1.176969e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 72377 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 93Q: 3 clusters Score -1.176969e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 72379 members Entering Unmasked Estep Score: -11769692.000000 Penalty: 5561.752930 Iteration 94Q: 3 clusters Score -1.176969e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 72380 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 95Q: 3 clusters Score -1.176969e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 72380 members Entering Unmasked Estep Score: -11769684.000000 Penalty: 5561.752930 Iteration 96Q: 3 clusters Score -1.176968e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 72379 members Entering Unmasked Estep Score: -11769682.000000 Penalty: 5561.752930 Iteration 97Q: 3 clusters Score -1.176968e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 72375 members Entering Unmasked Estep Score: -11769692.000000 Penalty: 5561.752930 Iteration 98Q: 3 clusters Score -1.176969e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 72373 members Entering Unmasked Estep Score: -11769693.000000 Penalty: 5561.752930 Iteration 99Q: 3 clusters Score -1.176969e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 72373 members Entering Unmasked Estep Score: -11769688.000000 Penalty: 5561.752930 Iteration 100F: 3 clusters Score -1.176969e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 72373 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 101Q: 3 clusters Score -1.176969e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 72371 members Entering Unmasked Estep Score: -11769688.000000 Penalty: 5561.752930 Iteration 102Q: 3 clusters Score -1.176969e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 72373 members Entering Unmasked Estep Score: -11769682.000000 Penalty: 5561.752930 Iteration 103Q: 3 clusters Score -1.176968e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 72374 members Entering Unmasked Estep Score: -11769685.000000 Penalty: 5561.752930 Iteration 104Q: 3 clusters Score -1.176968e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 72375 members Entering Unmasked Estep Score: -11769682.000000 Penalty: 5561.752930 Iteration 105Q: 3 clusters Score -1.176968e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 72376 members Entering Unmasked Estep Score: -11769683.000000 Penalty: 5561.752930 Iteration 106Q: 3 clusters Score -1.176968e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 72376 members Entering Unmasked Estep Score: -11769678.000000 Penalty: 5561.752930 Iteration 107Q: 3 clusters Score -1.176968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 72378 members Entering Unmasked Estep Score: -11769679.000000 Penalty: 5561.752930 Iteration 108Q: 3 clusters Score -1.176968e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 72380 members Entering Unmasked Estep Score: -11769679.000000 Penalty: 5561.752930 Iteration 109Q: 3 clusters Score -1.176968e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 72379 members Entering Unmasked Estep Score: -11769673.000000 Penalty: 5561.752930 Iteration 110Q: 3 clusters Score -1.176967e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 72376 members Entering Unmasked Estep Score: -11769682.000000 Penalty: 5561.752930 Iteration 111Q: 3 clusters Score -1.176968e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 72376 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 112Q: 3 clusters Score -1.176969e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 72372 members Entering Unmasked Estep Score: -11769698.000000 Penalty: 5561.752930 Iteration 113Q: 3 clusters Score -1.17697e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 72372 members Entering Unmasked Estep Score: -11769688.000000 Penalty: 5561.752930 Iteration 114Q: 3 clusters Score -1.176969e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 72371 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 115Q: 3 clusters Score -1.176969e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 72371 members Entering Unmasked Estep Score: -11769687.000000 Penalty: 5561.752930 Iteration 116F: 3 clusters Score -1.176969e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Entering Unmasked Estep Score: -268464.000000 Penalty: 1846.318604 Iteration 0F: 2 clusters Score -268464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -266052.437500 Penalty: 3692.637207 Iteration 0F: 3 clusters Score -266052.4 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -266648.281250 Penalty: 3692.637207 Iteration 1F: 3 clusters Score -266648.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -266925.937500 Penalty: 3692.637207 Iteration 2F: 3 clusters Score -266925.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -267103.281250 Penalty: 3692.637207 Iteration 3F: 3 clusters Score -267103.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -267244.843750 Penalty: 3692.637207 Iteration 4F: 3 clusters Score -267244.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -267365.468750 Penalty: 3692.637207 Iteration 5Q: 3 clusters Score -267365.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -267481.750000 Penalty: 3692.637207 Iteration 6Q: 3 clusters Score -267481.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -267566.812500 Penalty: 3692.637207 Iteration 7Q: 3 clusters Score -267566.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -267628.312500 Penalty: 3692.637207 Iteration 8Q: 3 clusters Score -267628.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -267660.093750 Penalty: 3692.637207 Iteration 9Q: 3 clusters Score -267660.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -267677.250000 Penalty: 3692.637207 Iteration 10Q: 3 clusters Score -267677.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -267694.500000 Penalty: 3692.637207 Iteration 11Q: 3 clusters Score -267694.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -267706.468750 Penalty: 3692.637207 Iteration 12Q: 3 clusters Score -267706.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -267713.750000 Penalty: 3692.637207 Iteration 13Q: 3 clusters Score -267713.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -267723.093750 Penalty: 3692.637207 Iteration 14Q: 3 clusters Score -267723.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -267734.656250 Penalty: 3692.637207 Iteration 15Q: 3 clusters Score -267734.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -267736.312500 Penalty: 3692.637207 Iteration 16Q: 3 clusters Score -267736.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -267739.625000 Penalty: 3692.637207 Iteration 17Q: 3 clusters Score -267739.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -267742.875000 Penalty: 3692.637207 Iteration 18Q: 3 clusters Score -267742.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -267748.218750 Penalty: 3692.637207 Iteration 19Q: 3 clusters Score -267748.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -267751.031250 Penalty: 3692.637207 Iteration 20F: 3 clusters Score -267751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -267751.750000 Penalty: 3692.637207 Iteration 21Q: 3 clusters Score -267751.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -267751.750000 Penalty: 3692.637207 Iteration 22F: 3 clusters Score -267751.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95935 members Entering Unmasked Estep Score: -16057463.000000 Penalty: 2844.913574 Iteration 0F: 2 clusters Score -1.605746e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47770 members Mstep: Class 2 contains 48165 members Entering Unmasked Estep Score: -16004513.000000 Penalty: 5689.827148 Iteration 0F: 3 clusters Score -1.600451e+07 nChanged 45480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45778 members Mstep: Class 2 contains 50157 members Entering Unmasked Estep Score: -16030827.000000 Penalty: 5689.827148 Iteration 1F: 3 clusters Score -1.603083e+07 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44142 members Mstep: Class 2 contains 51793 members Entering Unmasked Estep Score: -16031909.000000 Penalty: 5689.827148 Iteration 2Q: 3 clusters Score -1.603191e+07 nChanged 4230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41708 members Mstep: Class 2 contains 54227 members Entering Unmasked Estep Score: -16033336.000000 Penalty: 5689.827148 Iteration 3Q: 3 clusters Score -1.603334e+07 nChanged 4943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38255 members Mstep: Class 2 contains 57680 members Entering Unmasked Estep Score: -16035443.000000 Penalty: 5689.827148 Iteration 4F: 3 clusters Score -1.603544e+07 nChanged 5809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33626 members Mstep: Class 2 contains 62309 members Entering Unmasked Estep Score: -16038413.000000 Penalty: 5689.827148 Iteration 5F: 3 clusters Score -1.603841e+07 nChanged 6339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28221 members Mstep: Class 2 contains 67714 members Entering Unmasked Estep Score: -16041622.000000 Penalty: 5689.827148 Iteration 6F: 3 clusters Score -1.604162e+07 nChanged 6192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22701 members Mstep: Class 2 contains 73234 members Entering Unmasked Estep Score: -16044797.000000 Penalty: 5689.827148 Iteration 7F: 3 clusters Score -1.60448e+07 nChanged 5323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 78097 members Entering Unmasked Estep Score: -16047586.000000 Penalty: 5689.827148 Iteration 8F: 3 clusters Score -1.604759e+07 nChanged 4341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 82128 members Entering Unmasked Estep Score: -16049828.000000 Penalty: 5689.827148 Iteration 9Q: 3 clusters Score -1.604983e+07 nChanged 3265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 85085 members Entering Unmasked Estep Score: -16051627.000000 Penalty: 5689.827148 Iteration 10Q: 3 clusters Score -1.605163e+07 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 87120 members Entering Unmasked Estep Score: -16053046.000000 Penalty: 5689.827148 Iteration 11Q: 3 clusters Score -1.605305e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 88468 members Entering Unmasked Estep Score: -16054037.000000 Penalty: 5689.827148 Iteration 12Q: 3 clusters Score -1.605404e+07 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 89401 members Entering Unmasked Estep Score: -16054665.000000 Penalty: 5689.827148 Iteration 13Q: 3 clusters Score -1.605466e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 90103 members Entering Unmasked Estep Score: -16054909.000000 Penalty: 5689.827148 Iteration 14Q: 3 clusters Score -1.605491e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 90651 members Entering Unmasked Estep Score: -16055106.000000 Penalty: 5689.827148 Iteration 15Q: 3 clusters Score -1.605511e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 91107 members Entering Unmasked Estep Score: -16055257.000000 Penalty: 5689.827148 Iteration 16Q: 3 clusters Score -1.605526e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 91540 members Entering Unmasked Estep Score: -16055368.000000 Penalty: 5689.827148 Iteration 17Q: 3 clusters Score -1.605537e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 91915 members Entering Unmasked Estep Score: -16055402.000000 Penalty: 5689.827148 Iteration 18Q: 3 clusters Score -1.60554e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 92274 members Entering Unmasked Estep Score: -16055470.000000 Penalty: 5689.827148 Iteration 19Q: 3 clusters Score -1.605547e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 92596 members Entering Unmasked Estep Score: -16055565.000000 Penalty: 5689.827148 Iteration 20F: 3 clusters Score -1.605556e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 92861 members Entering Unmasked Estep Score: -16055631.000000 Penalty: 5689.827148 Iteration 21Q: 3 clusters Score -1.605563e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 93082 members Entering Unmasked Estep Score: -16055687.000000 Penalty: 5689.827148 Iteration 22Q: 3 clusters Score -1.605569e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 93287 members Entering Unmasked Estep Score: -16055669.000000 Penalty: 5689.827148 Iteration 23Q: 3 clusters Score -1.605567e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 93455 members Entering Unmasked Estep Score: -16055680.000000 Penalty: 5689.827148 Iteration 24Q: 3 clusters Score -1.605568e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 93614 members Entering Unmasked Estep Score: -16055645.000000 Penalty: 5689.827148 Iteration 25Q: 3 clusters Score -1.605564e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 93759 members Entering Unmasked Estep Score: -16055655.000000 Penalty: 5689.827148 Iteration 26Q: 3 clusters Score -1.605566e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 93900 members Entering Unmasked Estep Score: -16055679.000000 Penalty: 5689.827148 Iteration 27Q: 3 clusters Score -1.605568e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 94030 members Entering Unmasked Estep Score: -16055682.000000 Penalty: 5689.827148 Iteration 28Q: 3 clusters Score -1.605568e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 94139 members Entering Unmasked Estep Score: -16055702.000000 Penalty: 5689.827148 Iteration 29Q: 3 clusters Score -1.60557e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 94229 members Entering Unmasked Estep Score: -16055720.000000 Penalty: 5689.827148 Iteration 30Q: 3 clusters Score -1.605572e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 94310 members Entering Unmasked Estep Score: -16055683.000000 Penalty: 5689.827148 Iteration 31Q: 3 clusters Score -1.605568e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 94381 members Entering Unmasked Estep Score: -16055683.000000 Penalty: 5689.827148 Iteration 32Q: 3 clusters Score -1.605568e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 94442 members Entering Unmasked Estep Score: -16055691.000000 Penalty: 5689.827148 Iteration 33Q: 3 clusters Score -1.605569e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 94497 members Entering Unmasked Estep Score: -16055747.000000 Penalty: 5689.827148 Iteration 34Q: 3 clusters Score -1.605575e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 94549 members Entering Unmasked Estep Score: -16055748.000000 Penalty: 5689.827148 Iteration 35Q: 3 clusters Score -1.605575e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 94592 members Entering Unmasked Estep Score: -16055754.000000 Penalty: 5689.827148 Iteration 36Q: 3 clusters Score -1.605575e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 94632 members Entering Unmasked Estep Score: -16055771.000000 Penalty: 5689.827148 Iteration 37Q: 3 clusters Score -1.605577e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 94675 members Entering Unmasked Estep Score: -16055762.000000 Penalty: 5689.827148 Iteration 38Q: 3 clusters Score -1.605576e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 94711 members Entering Unmasked Estep Score: -16055773.000000 Penalty: 5689.827148 Iteration 39Q: 3 clusters Score -1.605577e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 94733 members Entering Unmasked Estep Score: -16055802.000000 Penalty: 5689.827148 Iteration 40F: 3 clusters Score -1.60558e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 94763 members Entering Unmasked Estep Score: -16055821.000000 Penalty: 5689.827148 Iteration 41Q: 3 clusters Score -1.605582e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 94785 members Entering Unmasked Estep Score: -16055822.000000 Penalty: 5689.827148 Iteration 42Q: 3 clusters Score -1.605582e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 94802 members Entering Unmasked Estep Score: -16055840.000000 Penalty: 5689.827148 Iteration 43Q: 3 clusters Score -1.605584e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 94819 members Entering Unmasked Estep Score: -16055838.000000 Penalty: 5689.827148 Iteration 44Q: 3 clusters Score -1.605584e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 94826 members Entering Unmasked Estep Score: -16055843.000000 Penalty: 5689.827148 Iteration 45Q: 3 clusters Score -1.605584e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 94847 members Entering Unmasked Estep Score: -16055850.000000 Penalty: 5689.827148 Iteration 46Q: 3 clusters Score -1.605585e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 94858 members Entering Unmasked Estep Score: -16055857.000000 Penalty: 5689.827148 Iteration 47Q: 3 clusters Score -1.605586e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 94869 members Entering Unmasked Estep Score: -16055862.000000 Penalty: 5689.827148 Iteration 48Q: 3 clusters Score -1.605586e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 94873 members Entering Unmasked Estep Score: -16055874.000000 Penalty: 5689.827148 Iteration 49Q: 3 clusters Score -1.605587e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 94885 members Entering Unmasked Estep Score: -16055882.000000 Penalty: 5689.827148 Iteration 50Q: 3 clusters Score -1.605588e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 94893 members Entering Unmasked Estep Score: -16055907.000000 Penalty: 5689.827148 Iteration 51Q: 3 clusters Score -1.605591e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 94904 members Entering Unmasked Estep Score: -16055923.000000 Penalty: 5689.827148 Iteration 52Q: 3 clusters Score -1.605592e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 94911 members Entering Unmasked Estep Score: -16055938.000000 Penalty: 5689.827148 Iteration 53Q: 3 clusters Score -1.605594e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 94924 members Entering Unmasked Estep Score: -16055942.000000 Penalty: 5689.827148 Iteration 54Q: 3 clusters Score -1.605594e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 94922 members Entering Unmasked Estep Score: -16055949.000000 Penalty: 5689.827148 Iteration 55Q: 3 clusters Score -1.605595e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 94932 members Entering Unmasked Estep Score: -16055951.000000 Penalty: 5689.827148 Iteration 56Q: 3 clusters Score -1.605595e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 94932 members Entering Unmasked Estep Score: -16055950.000000 Penalty: 5689.827148 Iteration 57Q: 3 clusters Score -1.605595e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 94936 members Entering Unmasked Estep Score: -16055940.000000 Penalty: 5689.827148 Iteration 58Q: 3 clusters Score -1.605594e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 94938 members Entering Unmasked Estep Score: -16055945.000000 Penalty: 5689.827148 Iteration 59Q: 3 clusters Score -1.605594e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 94937 members Entering Unmasked Estep Score: -16055945.000000 Penalty: 5689.827148 Iteration 60F: 3 clusters Score -1.605594e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 94937 members Entering Unmasked Estep Score: -16055955.000000 Penalty: 5689.827148 Iteration 61Q: 3 clusters Score -1.605596e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 94936 members Entering Unmasked Estep Score: -16055960.000000 Penalty: 5689.827148 Iteration 62Q: 3 clusters Score -1.605596e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 94935 members Entering Unmasked Estep Score: -16055952.000000 Penalty: 5689.827148 Iteration 63Q: 3 clusters Score -1.605595e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 94935 members Entering Unmasked Estep Score: -16055952.000000 Penalty: 5689.827148 Iteration 64F: 3 clusters Score -1.605595e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Entering Unmasked Estep Score: -15479.212891 Penalty: 1357.123047 Iteration 0F: 2 clusters Score -15479.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -14451.206055 Penalty: 2714.246094 Iteration 0F: 3 clusters Score -14451.21 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -14823.192383 Penalty: 2714.246094 Iteration 1F: 3 clusters Score -14823.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -15199.804688 Penalty: 2714.246094 Iteration 2F: 3 clusters Score -15199.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15564.301758 Penalty: 2714.246094 Iteration 3F: 3 clusters Score -15564.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -15959.176758 Penalty: 2714.246094 Iteration 4F: 3 clusters Score -15959.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -16458.621094 Penalty: 2714.246094 Iteration 5F: 3 clusters Score -16458.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -16782.134766 Penalty: 2714.246094 Iteration 6F: 3 clusters Score -16782.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -16892.103516 Penalty: 2714.246094 Iteration 7Q: 3 clusters Score -16892.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -16965.908203 Penalty: 2714.246094 Iteration 8Q: 3 clusters Score -16965.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -17195.316406 Penalty: 2714.246094 Iteration 9Q: 3 clusters Score -17195.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -17195.316406 Penalty: 2714.246094 Iteration 10F: 3 clusters Score -17195.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6573 members Mstep: Class 4 contains 69599 members Mstep: Class 5 contains 67434 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72642 members Mstep: Class 9 contains 1925 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41160 members Mstep: Class 17 contains 87 members Mstep: Class 18 contains 23618 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74103 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 151 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69008 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep Score: -106709552.000000 Penalty: 106312.351562 Splitting cluster 26 changes total score from -106709824.000000 to -106709552.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -50501.730469 Penalty: 1456.982910 Iteration 0F: 2 clusters Score -50501.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -49256.167969 Penalty: 2913.965820 Iteration 0F: 3 clusters Score -49256.17 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -49485.082031 Penalty: 2913.965820 Iteration 1F: 3 clusters Score -49485.08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -49579.628906 Penalty: 2913.965820 Iteration 2F: 3 clusters Score -49579.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -49613.679688 Penalty: 2913.965820 Iteration 3Q: 3 clusters Score -49613.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -49622.914062 Penalty: 2913.965820 Iteration 4Q: 3 clusters Score -49622.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -49636.968750 Penalty: 2913.965820 Iteration 5Q: 3 clusters Score -49636.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -49638.792969 Penalty: 2913.965820 Iteration 6Q: 3 clusters Score -49638.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49642.199219 Penalty: 2913.965820 Iteration 7Q: 3 clusters Score -49642.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49642.199219 Penalty: 2913.965820 Iteration 8F: 3 clusters Score -49642.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (69008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69008 members Entering Unmasked Estep Score: -11429332.000000 Penalty: 2763.210449 Iteration 0F: 2 clusters Score -1.142933e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34297 members Mstep: Class 2 contains 34711 members Entering Unmasked Estep Score: -11383817.000000 Penalty: 5526.420898 Iteration 0F: 3 clusters Score -1.138382e+07 nChanged 32009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31634 members Mstep: Class 2 contains 37374 members Entering Unmasked Estep Score: -11402054.000000 Penalty: 5526.420898 Iteration 1F: 3 clusters Score -1.140205e+07 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29786 members Mstep: Class 2 contains 39222 members Entering Unmasked Estep Score: -11403271.000000 Penalty: 5526.420898 Iteration 2Q: 3 clusters Score -1.140327e+07 nChanged 3728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27172 members Mstep: Class 2 contains 41836 members Entering Unmasked Estep Score: -11404915.000000 Penalty: 5526.420898 Iteration 3F: 3 clusters Score -1.140492e+07 nChanged 4171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23785 members Mstep: Class 2 contains 45223 members Entering Unmasked Estep Score: -11407347.000000 Penalty: 5526.420898 Iteration 4F: 3 clusters Score -1.140735e+07 nChanged 4652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19661 members Mstep: Class 2 contains 49347 members Entering Unmasked Estep Score: -11410216.000000 Penalty: 5526.420898 Iteration 5F: 3 clusters Score -1.141022e+07 nChanged 4996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 54085 members Entering Unmasked Estep Score: -11413921.000000 Penalty: 5526.420898 Iteration 6F: 3 clusters Score -1.141392e+07 nChanged 4807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 58812 members Entering Unmasked Estep Score: -11418012.000000 Penalty: 5526.420898 Iteration 7F: 3 clusters Score -1.141801e+07 nChanged 4178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 62970 members Entering Unmasked Estep Score: -11421850.000000 Penalty: 5526.420898 Iteration 8F: 3 clusters Score -1.142185e+07 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 65908 members Entering Unmasked Estep Score: -11424551.000000 Penalty: 5526.420898 Iteration 9Q: 3 clusters Score -1.142455e+07 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 67464 members Entering Unmasked Estep Score: -11425907.000000 Penalty: 5526.420898 Iteration 10Q: 3 clusters Score -1.142591e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 68126 members Entering Unmasked Estep Score: -11426468.000000 Penalty: 5526.420898 Iteration 11Q: 3 clusters Score -1.142647e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 68378 members Entering Unmasked Estep Score: -11426689.000000 Penalty: 5526.420898 Iteration 12Q: 3 clusters Score -1.142669e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 68488 members Entering Unmasked Estep Score: -11426821.000000 Penalty: 5526.420898 Iteration 13Q: 3 clusters Score -1.142682e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 68541 members Entering Unmasked Estep Score: -11426871.000000 Penalty: 5526.420898 Iteration 14Q: 3 clusters Score -1.142687e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 68573 members Entering Unmasked Estep Score: -11426893.000000 Penalty: 5526.420898 Iteration 15Q: 3 clusters Score -1.142689e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 68586 members Entering Unmasked Estep Score: -11426898.000000 Penalty: 5526.420898 Iteration 16Q: 3 clusters Score -1.14269e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 68596 members Entering Unmasked Estep Score: -11426928.000000 Penalty: 5526.420898 Iteration 17Q: 3 clusters Score -1.142693e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 68597 members Entering Unmasked Estep Score: -11426925.000000 Penalty: 5526.420898 Iteration 18Q: 3 clusters Score -1.142692e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 68599 members Entering Unmasked Estep Score: -11426933.000000 Penalty: 5526.420898 Iteration 19Q: 3 clusters Score -1.142693e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 68601 members Entering Unmasked Estep Score: -11426934.000000 Penalty: 5526.420898 Iteration 20F: 3 clusters Score -1.142693e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 68602 members Entering Unmasked Estep Score: -11426931.000000 Penalty: 5526.420898 Iteration 21Q: 3 clusters Score -1.142693e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 68602 members Entering Unmasked Estep Score: -11426931.000000 Penalty: 5526.420898 Iteration 22F: 3 clusters Score -1.142693e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -71594.093750 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -71594.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -70159.328125 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -70159.33 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -70349.398438 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -70349.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -70441.937500 Penalty: 3055.958740 Iteration 2F: 3 clusters Score -70441.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -70496.273438 Penalty: 3055.958740 Iteration 3Q: 3 clusters Score -70496.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -70557.953125 Penalty: 3055.958740 Iteration 4Q: 3 clusters Score -70557.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -70627.609375 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -70627.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -70849.093750 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -70849.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70942.273438 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -70942.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -71020.468750 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -71020.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -71067.445312 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -71067.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -71110.992188 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -71110.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71176.054688 Penalty: 3055.958740 Iteration 11Q: 3 clusters Score -71176.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -71316.968750 Penalty: 3055.958740 Iteration 12Q: 3 clusters Score -71316.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71492.085938 Penalty: 3055.958740 Iteration 13Q: 3 clusters Score -71492.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71591.484375 Penalty: 3055.958740 Iteration 14Q: 3 clusters Score -71591.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71624.078125 Penalty: 3055.958740 Iteration 15Q: 3 clusters Score -71624.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71664.429688 Penalty: 3055.958740 Iteration 16Q: 3 clusters Score -71664.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71692.062500 Penalty: 3055.958740 Iteration 17Q: 3 clusters Score -71692.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71700.289062 Penalty: 3055.958740 Iteration 18Q: 3 clusters Score -71700.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71706.960938 Penalty: 3055.958740 Iteration 19F: 3 clusters Score -71706.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71716.500000 Penalty: 3055.958740 Iteration 20F: 3 clusters Score -71716.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -71719.039062 Penalty: 3055.958740 Iteration 21Q: 3 clusters Score -71719.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71729.476562 Penalty: 3055.958740 Iteration 22Q: 3 clusters Score -71729.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -71741.984375 Penalty: 3055.958740 Iteration 23Q: 3 clusters Score -71741.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -71753.546875 Penalty: 3055.958740 Iteration 24Q: 3 clusters Score -71753.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -71753.546875 Penalty: 3055.958740 Iteration 25F: 3 clusters Score -71753.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6573 members Mstep: Class 4 contains 69599 members Mstep: Class 5 contains 67434 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72642 members Mstep: Class 9 contains 1925 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41160 members Mstep: Class 17 contains 345 members Mstep: Class 18 contains 23618 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74103 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69008 members Mstep: Class 29 contains 129 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep Score: -106708240.000000 Penalty: 106312.351562 Splitting cluster 29 changes total score from -106709824.000000 to -106708240.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 30 (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: -60397.984375 Penalty: 1515.643921 Iteration 0F: 2 clusters Score -60397.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -59028.175781 Penalty: 3031.287842 Iteration 0F: 3 clusters Score -59028.18 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -59239.898438 Penalty: 3031.287842 Iteration 1F: 3 clusters Score -59239.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59369.617188 Penalty: 3031.287842 Iteration 2F: 3 clusters Score -59369.62 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -59465.859375 Penalty: 3031.287842 Iteration 3F: 3 clusters Score -59465.86 nChanged 24 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: -59602.082031 Penalty: 3031.287842 Iteration 4F: 3 clusters Score -59602.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -59709.726562 Penalty: 3031.287842 Iteration 5Q: 3 clusters Score -59709.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -59818.363281 Penalty: 3031.287842 Iteration 6Q: 3 clusters Score -59818.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59872.625000 Penalty: 3031.287842 Iteration 7Q: 3 clusters Score -59872.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -59893.644531 Penalty: 3031.287842 Iteration 8Q: 3 clusters Score -59893.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -59912.820312 Penalty: 3031.287842 Iteration 9Q: 3 clusters Score -59912.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -59918.328125 Penalty: 3031.287842 Iteration 10Q: 3 clusters Score -59918.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -59918.328125 Penalty: 3031.287842 Iteration 11F: 3 clusters Score -59918.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Entering Unmasked Estep Score: -58698.011719 Penalty: 1499.161377 Iteration 0F: 2 clusters Score -58698.01 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 209 members Entering Unmasked Estep Score: -57341.078125 Penalty: 2998.322754 Iteration 0F: 3 clusters Score -57341.08 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57549.308594 Penalty: 2998.322754 Iteration 1F: 3 clusters Score -57549.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -57664.171875 Penalty: 2998.322754 Iteration 2F: 3 clusters Score -57664.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -57716.230469 Penalty: 2998.322754 Iteration 3Q: 3 clusters Score -57716.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -57757.402344 Penalty: 2998.322754 Iteration 4Q: 3 clusters Score -57757.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -57781.839844 Penalty: 2998.322754 Iteration 5Q: 3 clusters Score -57781.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -57848.550781 Penalty: 2998.322754 Iteration 6Q: 3 clusters Score -57848.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -57868.414062 Penalty: 2998.322754 Iteration 7Q: 3 clusters Score -57868.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -57879.410156 Penalty: 2998.322754 Iteration 8Q: 3 clusters Score -57879.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -57885.257812 Penalty: 2998.322754 Iteration 9Q: 3 clusters Score -57885.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -57890.800781 Penalty: 2998.322754 Iteration 10Q: 3 clusters Score -57890.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -57896.054688 Penalty: 2998.322754 Iteration 11Q: 3 clusters Score -57896.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -57897.804688 Penalty: 2998.322754 Iteration 12Q: 3 clusters Score -57897.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -57904.367188 Penalty: 2998.322754 Iteration 13Q: 3 clusters Score -57904.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -57908.566406 Penalty: 2998.322754 Iteration 14Q: 3 clusters Score -57908.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -57916.066406 Penalty: 2998.322754 Iteration 15Q: 3 clusters Score -57916.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -57916.066406 Penalty: 2998.322754 Iteration 16F: 3 clusters Score -57916.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -20016.755859 Penalty: 1306.428833 Iteration 0F: 2 clusters Score -20016.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -18990.777344 Penalty: 2612.857666 Iteration 0F: 3 clusters Score -18990.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19044.910156 Penalty: 2612.857666 Iteration 1F: 3 clusters Score -19044.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19057.148438 Penalty: 2612.857666 Iteration 2Q: 3 clusters Score -19057.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -19058.869141 Penalty: 2612.857666 Iteration 3Q: 3 clusters Score -19058.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -19058.869141 Penalty: 2612.857666 Iteration 4F: 3 clusters Score -19058.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6573 members Mstep: Class 4 contains 69599 members Mstep: Class 5 contains 67434 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72642 members Mstep: Class 9 contains 1925 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30159 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41160 members Mstep: Class 18 contains 23618 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74103 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69008 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709824.000000 Penalty: 102990.085938 Iteration 159Q: 32 clusters Score -1.067098e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6577 members Mstep: Class 4 contains 69593 members Mstep: Class 5 contains 67429 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72650 members Mstep: Class 9 contains 1928 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30158 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41161 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74100 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69008 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709864.000000 Penalty: 102990.085938 Iteration 160F: 32 clusters Score -1.067099e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6582 members Mstep: Class 4 contains 69590 members Mstep: Class 5 contains 67427 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23690 members Mstep: Class 8 contains 72656 members Mstep: Class 9 contains 1928 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30156 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37593 members Mstep: Class 23 contains 74096 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69007 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709888.000000 Penalty: 102990.085938 Iteration 161Q: 32 clusters Score -1.067099e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6587 members Mstep: Class 4 contains 69591 members Mstep: Class 5 contains 67422 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23690 members Mstep: Class 8 contains 72659 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30157 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37592 members Mstep: Class 23 contains 74091 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69006 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709880.000000 Penalty: 102990.085938 Iteration 162Q: 32 clusters Score -1.067099e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6588 members Mstep: Class 4 contains 69592 members Mstep: Class 5 contains 67423 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72663 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74087 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69005 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709920.000000 Penalty: 102990.085938 Iteration 163Q: 32 clusters Score -1.067099e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6590 members Mstep: Class 4 contains 69597 members Mstep: Class 5 contains 67421 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72662 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37592 members Mstep: Class 23 contains 74082 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69004 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709888.000000 Penalty: 102990.085938 Iteration 164Q: 32 clusters Score -1.067099e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6592 members Mstep: Class 4 contains 69599 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23693 members Mstep: Class 8 contains 72664 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74079 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69003 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709896.000000 Penalty: 102990.085938 Iteration 165Q: 32 clusters Score -1.067099e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6594 members Mstep: Class 4 contains 69600 members Mstep: Class 5 contains 67419 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72667 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41162 members Mstep: Class 18 contains 23615 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37590 members Mstep: Class 23 contains 74075 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69003 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709864.000000 Penalty: 102990.085938 Iteration 166Q: 32 clusters Score -1.067099e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6598 members Mstep: Class 4 contains 69600 members Mstep: Class 5 contains 67417 members Mstep: Class 6 contains 4697 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72670 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41163 members Mstep: Class 18 contains 23614 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37590 members Mstep: Class 23 contains 74072 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69002 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709824.000000 Penalty: 102990.085938 Iteration 167Q: 32 clusters Score -1.067098e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69604 members Mstep: Class 5 contains 67413 members Mstep: Class 6 contains 4699 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72669 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41165 members Mstep: Class 18 contains 23615 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74065 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69001 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709816.000000 Penalty: 102990.085938 Iteration 168Q: 32 clusters Score -1.067098e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69604 members Mstep: Class 5 contains 67413 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 72669 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41165 members Mstep: Class 18 contains 23616 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37590 members Mstep: Class 23 contains 74063 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69001 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709864.000000 Penalty: 102990.085938 Iteration 169Q: 32 clusters Score -1.067099e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69605 members Mstep: Class 5 contains 67413 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23693 members Mstep: Class 8 contains 72667 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41166 members Mstep: Class 18 contains 23617 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37590 members Mstep: Class 23 contains 74063 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69001 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709848.000000 Penalty: 102990.085938 Iteration 170Q: 32 clusters Score -1.067098e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69608 members Mstep: Class 5 contains 67414 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72668 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41167 members Mstep: Class 18 contains 23619 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37590 members Mstep: Class 23 contains 74058 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95935 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 69000 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709848.000000 Penalty: 102990.085938 Iteration 171Q: 32 clusters Score -1.067098e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69607 members Mstep: Class 5 contains 67413 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72673 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30153 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41167 members Mstep: Class 18 contains 23622 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74054 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95934 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68999 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709808.000000 Penalty: 102990.085938 Iteration 172Q: 32 clusters Score -1.067098e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69604 members Mstep: Class 5 contains 67414 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72677 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30153 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41168 members Mstep: Class 18 contains 23622 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37591 members Mstep: Class 23 contains 74052 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95934 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68998 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709792.000000 Penalty: 102990.085938 Iteration 173Q: 32 clusters Score -1.067098e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69602 members Mstep: Class 5 contains 67416 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23692 members Mstep: Class 8 contains 72679 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23621 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37592 members Mstep: Class 23 contains 74051 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95934 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68995 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709808.000000 Penalty: 102990.085938 Iteration 174Q: 32 clusters Score -1.067098e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67415 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23623 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37594 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95933 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68994 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709784.000000 Penalty: 102990.085938 Iteration 175Q: 32 clusters Score -1.067098e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67416 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23622 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37597 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95932 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68992 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709816.000000 Penalty: 102990.085938 Iteration 176Q: 32 clusters Score -1.067098e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67416 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23622 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37602 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95932 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68987 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709832.000000 Penalty: 102990.085938 Iteration 177Q: 32 clusters Score -1.067098e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67416 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30153 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23623 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37606 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95931 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68984 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709816.000000 Penalty: 102990.085938 Iteration 178Q: 32 clusters Score -1.067098e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67416 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23691 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2935 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23624 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37608 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95931 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68981 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709792.000000 Penalty: 102990.085938 Iteration 179Q: 32 clusters Score -1.067098e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67417 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23690 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30154 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23625 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37612 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95930 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68976 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709792.000000 Penalty: 102990.085938 Iteration 180F: 32 clusters Score -1.067098e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67418 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23689 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12337 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23624 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37613 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68976 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709768.000000 Penalty: 102990.085938 Iteration 181Q: 32 clusters Score -1.067098e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67418 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23688 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23625 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37613 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68975 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709768.000000 Penalty: 102990.085938 Iteration 182Q: 32 clusters Score -1.067098e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67418 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23686 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12339 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6513 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23626 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709800.000000 Penalty: 102990.085938 Iteration 183Q: 32 clusters Score -1.067098e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67419 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23687 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23626 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709792.000000 Penalty: 102990.085938 Iteration 184Q: 32 clusters Score -1.067098e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23685 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23627 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709800.000000 Penalty: 102990.085938 Iteration 185Q: 32 clusters Score -1.067098e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23685 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 18 contains 23627 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -106709800.000000 Penalty: 102990.085938 Iteration 186F: 32 clusters Score -1.067098e+08 nChanged 0 Entering ConstructFrom: Score: -106709800.000000 Penalty: 102990.085938 Entering ConstructFrom: Trying to split cluster 1 (2964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Entering Unmasked Estep Score: -479619.437500 Penalty: 1982.585205 Iteration 0F: 2 clusters Score -479619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -476348.562500 Penalty: 3965.170410 Iteration 0F: 3 clusters Score -476348.6 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -477058.031250 Penalty: 3965.170410 Iteration 1F: 3 clusters Score -477058 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -477272.250000 Penalty: 3965.170410 Iteration 2F: 3 clusters Score -477272.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -477471.187500 Penalty: 3965.170410 Iteration 3F: 3 clusters Score -477471.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -477676.937500 Penalty: 3965.170410 Iteration 4F: 3 clusters Score -477676.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -477950.625000 Penalty: 3965.170410 Iteration 5F: 3 clusters Score -477950.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -478251.062500 Penalty: 3965.170410 Iteration 6F: 3 clusters Score -478251.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -478542.687500 Penalty: 3965.170410 Iteration 7F: 3 clusters Score -478542.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -478839.562500 Penalty: 3965.170410 Iteration 8F: 3 clusters Score -478839.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -479157.093750 Penalty: 3965.170410 Iteration 9Q: 3 clusters Score -479157.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -479544.343750 Penalty: 3965.170410 Iteration 10Q: 3 clusters Score -479544.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -479968.562500 Penalty: 3965.170410 Iteration 11Q: 3 clusters Score -479968.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -480120.843750 Penalty: 3965.170410 Iteration 12Q: 3 clusters Score -480120.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -480180.281250 Penalty: 3965.170410 Iteration 13Q: 3 clusters Score -480180.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -480195.375000 Penalty: 3965.170410 Iteration 14Q: 3 clusters Score -480195.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -480198.593750 Penalty: 3965.170410 Iteration 15Q: 3 clusters Score -480198.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -480199.343750 Penalty: 3965.170410 Iteration 16Q: 3 clusters Score -480199.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -480199.343750 Penalty: 3965.170410 Iteration 17F: 3 clusters Score -480199.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23685 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 17 contains 1340 members Mstep: Class 18 contains 23627 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep Score: -106708960.000000 Penalty: 106312.351562 Splitting cluster 1 changes total score from -106709800.000000 to -106708960.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (4380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Entering Unmasked Estep Score: -718276.250000 Penalty: 2079.431396 Iteration 0F: 2 clusters Score -718276.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -714118.375000 Penalty: 4158.862793 Iteration 0F: 3 clusters Score -714118.4 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -715062.812500 Penalty: 4158.862793 Iteration 1F: 3 clusters Score -715062.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -715247.875000 Penalty: 4158.862793 Iteration 2F: 3 clusters Score -715247.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -715388.562500 Penalty: 4158.862793 Iteration 3Q: 3 clusters Score -715388.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -715515.125000 Penalty: 4158.862793 Iteration 4Q: 3 clusters Score -715515.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -715651.312500 Penalty: 4158.862793 Iteration 5Q: 3 clusters Score -715651.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -715776.437500 Penalty: 4158.862793 Iteration 6Q: 3 clusters Score -715776.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -715899.625000 Penalty: 4158.862793 Iteration 7Q: 3 clusters Score -715899.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -716011.750000 Penalty: 4158.862793 Iteration 8Q: 3 clusters Score -716011.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -716118.750000 Penalty: 4158.862793 Iteration 9Q: 3 clusters Score -716118.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -716243.250000 Penalty: 4158.862793 Iteration 10Q: 3 clusters Score -716243.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -716346.312500 Penalty: 4158.862793 Iteration 11Q: 3 clusters Score -716346.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -716428.000000 Penalty: 4158.862793 Iteration 12Q: 3 clusters Score -716428 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -716498.750000 Penalty: 4158.862793 Iteration 13Q: 3 clusters Score -716498.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -716542.875000 Penalty: 4158.862793 Iteration 14Q: 3 clusters Score -716542.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -716570.125000 Penalty: 4158.862793 Iteration 15Q: 3 clusters Score -716570.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -716596.812500 Penalty: 4158.862793 Iteration 16Q: 3 clusters Score -716596.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -716611.250000 Penalty: 4158.862793 Iteration 17Q: 3 clusters Score -716611.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -716621.500000 Penalty: 4158.862793 Iteration 18Q: 3 clusters Score -716621.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -716627.750000 Penalty: 4158.862793 Iteration 19Q: 3 clusters Score -716627.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -716632.000000 Penalty: 4158.862793 Iteration 20F: 3 clusters Score -716632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -716633.937500 Penalty: 4158.862793 Iteration 21Q: 3 clusters Score -716633.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -716636.750000 Penalty: 4158.862793 Iteration 22Q: 3 clusters Score -716636.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -716637.625000 Penalty: 4158.862793 Iteration 23Q: 3 clusters Score -716637.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -716640.562500 Penalty: 4158.862793 Iteration 24Q: 3 clusters Score -716640.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -716641.375000 Penalty: 4158.862793 Iteration 25Q: 3 clusters Score -716641.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -716641.562500 Penalty: 4158.862793 Iteration 26Q: 3 clusters Score -716641.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -716642.187500 Penalty: 4158.862793 Iteration 27Q: 3 clusters Score -716642.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -716642.187500 Penalty: 4158.862793 Iteration 28F: 3 clusters Score -716642.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Entering Unmasked Estep Score: -1070514.625000 Penalty: 2181.154053 Iteration 0F: 2 clusters Score -1070515 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1065053.750000 Penalty: 4362.308105 Iteration 0F: 3 clusters Score -1065054 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -1066605.750000 Penalty: 4362.308105 Iteration 1F: 3 clusters Score -1066606 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1067031.875000 Penalty: 4362.308105 Iteration 2F: 3 clusters Score -1067032 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -1067339.750000 Penalty: 4362.308105 Iteration 3F: 3 clusters Score -1067340 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1067674.750000 Penalty: 4362.308105 Iteration 4F: 3 clusters Score -1067675 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1067927.750000 Penalty: 4362.308105 Iteration 5F: 3 clusters Score -1067928 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1068152.125000 Penalty: 4362.308105 Iteration 6Q: 3 clusters Score -1068152 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1068321.875000 Penalty: 4362.308105 Iteration 7Q: 3 clusters Score -1068322 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1068442.250000 Penalty: 4362.308105 Iteration 8Q: 3 clusters Score -1068442 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1068530.375000 Penalty: 4362.308105 Iteration 9Q: 3 clusters Score -1068530 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1068580.375000 Penalty: 4362.308105 Iteration 10Q: 3 clusters Score -1068580 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1068613.125000 Penalty: 4362.308105 Iteration 11Q: 3 clusters Score -1068613 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1068641.750000 Penalty: 4362.308105 Iteration 12Q: 3 clusters Score -1068642 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1068662.500000 Penalty: 4362.308105 Iteration 13Q: 3 clusters Score -1068662 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1068684.625000 Penalty: 4362.308105 Iteration 14Q: 3 clusters Score -1068685 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1068702.625000 Penalty: 4362.308105 Iteration 15Q: 3 clusters Score -1068703 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1068718.250000 Penalty: 4362.308105 Iteration 16Q: 3 clusters Score -1068718 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1068724.875000 Penalty: 4362.308105 Iteration 17Q: 3 clusters Score -1068725 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1068732.000000 Penalty: 4362.308105 Iteration 18Q: 3 clusters Score -1068732 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1068739.125000 Penalty: 4362.308105 Iteration 19Q: 3 clusters Score -1068739 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1068748.625000 Penalty: 4362.308105 Iteration 20F: 3 clusters Score -1068749 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1068756.625000 Penalty: 4362.308105 Iteration 21Q: 3 clusters Score -1068757 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1068764.750000 Penalty: 4362.308105 Iteration 22Q: 3 clusters Score -1068765 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1068771.000000 Penalty: 4362.308105 Iteration 23Q: 3 clusters Score -1068771 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1068777.125000 Penalty: 4362.308105 Iteration 24Q: 3 clusters Score -1068777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1068785.125000 Penalty: 4362.308105 Iteration 25Q: 3 clusters Score -1068785 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1068790.000000 Penalty: 4362.308105 Iteration 26Q: 3 clusters Score -1068790 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1068796.750000 Penalty: 4362.308105 Iteration 27Q: 3 clusters Score -1068797 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1068801.750000 Penalty: 4362.308105 Iteration 28Q: 3 clusters Score -1068802 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1068810.125000 Penalty: 4362.308105 Iteration 29Q: 3 clusters Score -1068810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1068817.750000 Penalty: 4362.308105 Iteration 30Q: 3 clusters Score -1068818 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1068828.625000 Penalty: 4362.308105 Iteration 31Q: 3 clusters Score -1068829 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1068839.000000 Penalty: 4362.308105 Iteration 32Q: 3 clusters Score -1068839 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1068846.125000 Penalty: 4362.308105 Iteration 33Q: 3 clusters Score -1068846 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1068853.375000 Penalty: 4362.308105 Iteration 34Q: 3 clusters Score -1068853 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1068859.250000 Penalty: 4362.308105 Iteration 35Q: 3 clusters Score -1068859 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1068863.625000 Penalty: 4362.308105 Iteration 36Q: 3 clusters Score -1068864 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1068871.000000 Penalty: 4362.308105 Iteration 37Q: 3 clusters Score -1068871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1068872.375000 Penalty: 4362.308105 Iteration 38Q: 3 clusters Score -1068872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1068873.125000 Penalty: 4362.308105 Iteration 39Q: 3 clusters Score -1068873 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1068876.250000 Penalty: 4362.308105 Iteration 40F: 3 clusters Score -1068876 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1068878.875000 Penalty: 4362.308105 Iteration 41Q: 3 clusters Score -1068879 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1068884.125000 Penalty: 4362.308105 Iteration 42Q: 3 clusters Score -1068884 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068889.875000 Penalty: 4362.308105 Iteration 43Q: 3 clusters Score -1068890 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068890.625000 Penalty: 4362.308105 Iteration 44Q: 3 clusters Score -1068891 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068894.750000 Penalty: 4362.308105 Iteration 45Q: 3 clusters Score -1068895 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1068905.750000 Penalty: 4362.308105 Iteration 46Q: 3 clusters Score -1068906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1068909.500000 Penalty: 4362.308105 Iteration 47Q: 3 clusters Score -1068910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1068911.000000 Penalty: 4362.308105 Iteration 48Q: 3 clusters Score -1068911 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1068913.875000 Penalty: 4362.308105 Iteration 49Q: 3 clusters Score -1068914 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068918.375000 Penalty: 4362.308105 Iteration 50Q: 3 clusters Score -1068918 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068922.375000 Penalty: 4362.308105 Iteration 51Q: 3 clusters Score -1068922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1068922.000000 Penalty: 4362.308105 Iteration 52Q: 3 clusters Score -1068922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1068922.750000 Penalty: 4362.308105 Iteration 53Q: 3 clusters Score -1068923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1068922.750000 Penalty: 4362.308105 Iteration 54Q: 3 clusters Score -1068923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1068924.875000 Penalty: 4362.308105 Iteration 55Q: 3 clusters Score -1068925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1068924.875000 Penalty: 4362.308105 Iteration 56Q: 3 clusters Score -1068925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1068926.250000 Penalty: 4362.308105 Iteration 57Q: 3 clusters Score -1068926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1068927.125000 Penalty: 4362.308105 Iteration 58Q: 3 clusters Score -1068927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1068929.750000 Penalty: 4362.308105 Iteration 59Q: 3 clusters Score -1068930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1068932.250000 Penalty: 4362.308105 Iteration 60F: 3 clusters Score -1068932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1068934.375000 Penalty: 4362.308105 Iteration 61Q: 3 clusters Score -1068934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1068938.125000 Penalty: 4362.308105 Iteration 62Q: 3 clusters Score -1068938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1068940.500000 Penalty: 4362.308105 Iteration 63Q: 3 clusters Score -1068940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1068940.625000 Penalty: 4362.308105 Iteration 64Q: 3 clusters Score -1068941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1068939.750000 Penalty: 4362.308105 Iteration 65Q: 3 clusters Score -1068940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1068941.125000 Penalty: 4362.308105 Iteration 66Q: 3 clusters Score -1068941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1068941.125000 Penalty: 4362.308105 Iteration 67F: 3 clusters Score -1068941 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (69601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69601 members Entering Unmasked Estep Score: -11636874.000000 Penalty: 2765.332520 Iteration 0F: 2 clusters Score -1.163687e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34789 members Mstep: Class 2 contains 34812 members Entering Unmasked Estep Score: -11593251.000000 Penalty: 5530.665039 Iteration 0F: 3 clusters Score -1.159325e+07 nChanged 32584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35341 members Mstep: Class 2 contains 34260 members Entering Unmasked Estep Score: -11611603.000000 Penalty: 5530.665039 Iteration 1F: 3 clusters Score -1.16116e+07 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35692 members Mstep: Class 2 contains 33909 members Entering Unmasked Estep Score: -11612176.000000 Penalty: 5530.665039 Iteration 2Q: 3 clusters Score -1.161218e+07 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36091 members Mstep: Class 2 contains 33510 members Entering Unmasked Estep Score: -11612779.000000 Penalty: 5530.665039 Iteration 3Q: 3 clusters Score -1.161278e+07 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36651 members Mstep: Class 2 contains 32950 members Entering Unmasked Estep Score: -11613447.000000 Penalty: 5530.665039 Iteration 4Q: 3 clusters Score -1.161345e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 32238 members Entering Unmasked Estep Score: -11614008.000000 Penalty: 5530.665039 Iteration 5Q: 3 clusters Score -1.161401e+07 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38320 members Mstep: Class 2 contains 31281 members Entering Unmasked Estep Score: -11614737.000000 Penalty: 5530.665039 Iteration 6Q: 3 clusters Score -1.161474e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39578 members Mstep: Class 2 contains 30023 members Entering Unmasked Estep Score: -11615785.000000 Penalty: 5530.665039 Iteration 7Q: 3 clusters Score -1.161578e+07 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41137 members Mstep: Class 2 contains 28464 members Entering Unmasked Estep Score: -11617146.000000 Penalty: 5530.665039 Iteration 8Q: 3 clusters Score -1.161715e+07 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43053 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -11619125.000000 Penalty: 5530.665039 Iteration 9Q: 3 clusters Score -1.161912e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45228 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -11621784.000000 Penalty: 5530.665039 Iteration 10F: 3 clusters Score -1.162178e+07 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47308 members Mstep: Class 2 contains 22293 members Entering Unmasked Estep Score: -11624738.000000 Penalty: 5530.665039 Iteration 11F: 3 clusters Score -1.162474e+07 nChanged 3345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48961 members Mstep: Class 2 contains 20640 members Entering Unmasked Estep Score: -11627132.000000 Penalty: 5530.665039 Iteration 12Q: 3 clusters Score -1.162713e+07 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50476 members Mstep: Class 2 contains 19125 members Entering Unmasked Estep Score: -11628691.000000 Penalty: 5530.665039 Iteration 13Q: 3 clusters Score -1.162869e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51789 members Mstep: Class 2 contains 17812 members Entering Unmasked Estep Score: -11629763.000000 Penalty: 5530.665039 Iteration 14Q: 3 clusters Score -1.162976e+07 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52973 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -11630631.000000 Penalty: 5530.665039 Iteration 15Q: 3 clusters Score -1.163063e+07 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54035 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -11631482.000000 Penalty: 5530.665039 Iteration 16Q: 3 clusters Score -1.163148e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54992 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -11632272.000000 Penalty: 5530.665039 Iteration 17Q: 3 clusters Score -1.163227e+07 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55803 members Mstep: Class 2 contains 13798 members Entering Unmasked Estep Score: -11633003.000000 Penalty: 5530.665039 Iteration 18Q: 3 clusters Score -1.1633e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56491 members Mstep: Class 2 contains 13110 members Entering Unmasked Estep Score: -11633544.000000 Penalty: 5530.665039 Iteration 19Q: 3 clusters Score -1.163354e+07 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57089 members Mstep: Class 2 contains 12512 members Entering Unmasked Estep Score: -11633998.000000 Penalty: 5530.665039 Iteration 20F: 3 clusters Score -1.1634e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57614 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -11634311.000000 Penalty: 5530.665039 Iteration 21Q: 3 clusters Score -1.163431e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58050 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -11634622.000000 Penalty: 5530.665039 Iteration 22Q: 3 clusters Score -1.163462e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58432 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -11634857.000000 Penalty: 5530.665039 Iteration 23Q: 3 clusters Score -1.163486e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58754 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -11634897.000000 Penalty: 5530.665039 Iteration 24Q: 3 clusters Score -1.16349e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59020 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -11634997.000000 Penalty: 5530.665039 Iteration 25Q: 3 clusters Score -1.1635e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59235 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -11634994.000000 Penalty: 5530.665039 Iteration 26Q: 3 clusters Score -1.163499e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59442 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -11635045.000000 Penalty: 5530.665039 Iteration 27Q: 3 clusters Score -1.163504e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59631 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -11635008.000000 Penalty: 5530.665039 Iteration 28Q: 3 clusters Score -1.163501e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59790 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -11635049.000000 Penalty: 5530.665039 Iteration 29Q: 3 clusters Score -1.163505e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59937 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -11635064.000000 Penalty: 5530.665039 Iteration 30Q: 3 clusters Score -1.163506e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60069 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -11635065.000000 Penalty: 5530.665039 Iteration 31Q: 3 clusters Score -1.163506e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60202 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -11635060.000000 Penalty: 5530.665039 Iteration 32Q: 3 clusters Score -1.163506e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60315 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -11635040.000000 Penalty: 5530.665039 Iteration 33Q: 3 clusters Score -1.163504e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60430 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -11635036.000000 Penalty: 5530.665039 Iteration 34Q: 3 clusters Score -1.163504e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60537 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -11635052.000000 Penalty: 5530.665039 Iteration 35Q: 3 clusters Score -1.163505e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60629 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -11635050.000000 Penalty: 5530.665039 Iteration 36Q: 3 clusters Score -1.163505e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60710 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -11635046.000000 Penalty: 5530.665039 Iteration 37Q: 3 clusters Score -1.163505e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60789 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -11635072.000000 Penalty: 5530.665039 Iteration 38Q: 3 clusters Score -1.163507e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60875 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -11635062.000000 Penalty: 5530.665039 Iteration 39Q: 3 clusters Score -1.163506e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60957 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -11635079.000000 Penalty: 5530.665039 Iteration 40F: 3 clusters Score -1.163508e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61029 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -11635070.000000 Penalty: 5530.665039 Iteration 41Q: 3 clusters Score -1.163507e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61104 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -11635059.000000 Penalty: 5530.665039 Iteration 42Q: 3 clusters Score -1.163506e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61181 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -11635058.000000 Penalty: 5530.665039 Iteration 43Q: 3 clusters Score -1.163506e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61263 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -11635056.000000 Penalty: 5530.665039 Iteration 44Q: 3 clusters Score -1.163506e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61347 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -11635038.000000 Penalty: 5530.665039 Iteration 45Q: 3 clusters Score -1.163504e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61435 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -11635059.000000 Penalty: 5530.665039 Iteration 46Q: 3 clusters Score -1.163506e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61520 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -11635044.000000 Penalty: 5530.665039 Iteration 47Q: 3 clusters Score -1.163504e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61600 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -11635054.000000 Penalty: 5530.665039 Iteration 48Q: 3 clusters Score -1.163505e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61679 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -11635060.000000 Penalty: 5530.665039 Iteration 49Q: 3 clusters Score -1.163506e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61751 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -11635051.000000 Penalty: 5530.665039 Iteration 50Q: 3 clusters Score -1.163505e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61824 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -11635035.000000 Penalty: 5530.665039 Iteration 51Q: 3 clusters Score -1.163504e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61891 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -11635046.000000 Penalty: 5530.665039 Iteration 52Q: 3 clusters Score -1.163505e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61945 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -11635044.000000 Penalty: 5530.665039 Iteration 53Q: 3 clusters Score -1.163504e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62011 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -11635062.000000 Penalty: 5530.665039 Iteration 54Q: 3 clusters Score -1.163506e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62076 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -11635054.000000 Penalty: 5530.665039 Iteration 55Q: 3 clusters Score -1.163505e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62144 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -11635059.000000 Penalty: 5530.665039 Iteration 56Q: 3 clusters Score -1.163506e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62213 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -11635024.000000 Penalty: 5530.665039 Iteration 57Q: 3 clusters Score -1.163502e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62269 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -11635035.000000 Penalty: 5530.665039 Iteration 58Q: 3 clusters Score -1.163504e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62321 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -11635046.000000 Penalty: 5530.665039 Iteration 59Q: 3 clusters Score -1.163505e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62379 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -11635028.000000 Penalty: 5530.665039 Iteration 60F: 3 clusters Score -1.163503e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62435 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -11635025.000000 Penalty: 5530.665039 Iteration 61Q: 3 clusters Score -1.163502e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62482 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -11635019.000000 Penalty: 5530.665039 Iteration 62Q: 3 clusters Score -1.163502e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62525 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -11635000.000000 Penalty: 5530.665039 Iteration 63Q: 3 clusters Score -1.1635e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62573 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -11635002.000000 Penalty: 5530.665039 Iteration 64Q: 3 clusters Score -1.1635e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62622 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -11635011.000000 Penalty: 5530.665039 Iteration 65Q: 3 clusters Score -1.163501e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62685 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -11635012.000000 Penalty: 5530.665039 Iteration 66Q: 3 clusters Score -1.163501e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62738 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -11635008.000000 Penalty: 5530.665039 Iteration 67Q: 3 clusters Score -1.163501e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62788 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -11635015.000000 Penalty: 5530.665039 Iteration 68Q: 3 clusters Score -1.163502e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62835 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -11635012.000000 Penalty: 5530.665039 Iteration 69Q: 3 clusters Score -1.163501e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62873 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -11635000.000000 Penalty: 5530.665039 Iteration 70Q: 3 clusters Score -1.1635e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62912 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -11635000.000000 Penalty: 5530.665039 Iteration 71Q: 3 clusters Score -1.1635e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62941 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -11635008.000000 Penalty: 5530.665039 Iteration 72Q: 3 clusters Score -1.163501e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62972 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -11634991.000000 Penalty: 5530.665039 Iteration 73Q: 3 clusters Score -1.163499e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63014 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -11635006.000000 Penalty: 5530.665039 Iteration 74Q: 3 clusters Score -1.163501e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63062 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -11635026.000000 Penalty: 5530.665039 Iteration 75Q: 3 clusters Score -1.163503e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63106 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -11635029.000000 Penalty: 5530.665039 Iteration 76Q: 3 clusters Score -1.163503e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63148 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -11635048.000000 Penalty: 5530.665039 Iteration 77Q: 3 clusters Score -1.163505e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63181 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -11635049.000000 Penalty: 5530.665039 Iteration 78Q: 3 clusters Score -1.163505e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63210 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -11635035.000000 Penalty: 5530.665039 Iteration 79Q: 3 clusters Score -1.163504e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63239 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -11635046.000000 Penalty: 5530.665039 Iteration 80F: 3 clusters Score -1.163505e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63261 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -11635040.000000 Penalty: 5530.665039 Iteration 81Q: 3 clusters Score -1.163504e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63276 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -11635028.000000 Penalty: 5530.665039 Iteration 82Q: 3 clusters Score -1.163503e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63295 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -11635020.000000 Penalty: 5530.665039 Iteration 83Q: 3 clusters Score -1.163502e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63309 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -11635019.000000 Penalty: 5530.665039 Iteration 84Q: 3 clusters Score -1.163502e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63321 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -11635014.000000 Penalty: 5530.665039 Iteration 85Q: 3 clusters Score -1.163501e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63330 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -11635008.000000 Penalty: 5530.665039 Iteration 86Q: 3 clusters Score -1.163501e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63337 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -11635000.000000 Penalty: 5530.665039 Iteration 87Q: 3 clusters Score -1.1635e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63344 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -11635013.000000 Penalty: 5530.665039 Iteration 88Q: 3 clusters Score -1.163501e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63348 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -11635017.000000 Penalty: 5530.665039 Iteration 89Q: 3 clusters Score -1.163502e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63358 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -11635019.000000 Penalty: 5530.665039 Iteration 90Q: 3 clusters Score -1.163502e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63370 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -11635021.000000 Penalty: 5530.665039 Iteration 91Q: 3 clusters Score -1.163502e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63377 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -11635012.000000 Penalty: 5530.665039 Iteration 92Q: 3 clusters Score -1.163501e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63384 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -11635020.000000 Penalty: 5530.665039 Iteration 93Q: 3 clusters Score -1.163502e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63393 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -11635036.000000 Penalty: 5530.665039 Iteration 94Q: 3 clusters Score -1.163504e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63401 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -11635027.000000 Penalty: 5530.665039 Iteration 95Q: 3 clusters Score -1.163503e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63404 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -11635035.000000 Penalty: 5530.665039 Iteration 96Q: 3 clusters Score -1.163504e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63413 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -11635045.000000 Penalty: 5530.665039 Iteration 97Q: 3 clusters Score -1.163504e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63421 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -11635033.000000 Penalty: 5530.665039 Iteration 98Q: 3 clusters Score -1.163503e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63435 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -11635021.000000 Penalty: 5530.665039 Iteration 99Q: 3 clusters Score -1.163502e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63448 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -11635027.000000 Penalty: 5530.665039 Iteration 100F: 3 clusters Score -1.163503e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63463 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -11635035.000000 Penalty: 5530.665039 Iteration 101Q: 3 clusters Score -1.163504e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63480 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -11635031.000000 Penalty: 5530.665039 Iteration 102Q: 3 clusters Score -1.163503e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63502 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -11635022.000000 Penalty: 5530.665039 Iteration 103Q: 3 clusters Score -1.163502e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63515 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -11635006.000000 Penalty: 5530.665039 Iteration 104Q: 3 clusters Score -1.163501e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63524 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -11635025.000000 Penalty: 5530.665039 Iteration 105Q: 3 clusters Score -1.163502e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63532 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -11635015.000000 Penalty: 5530.665039 Iteration 106Q: 3 clusters Score -1.163502e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63544 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -11635023.000000 Penalty: 5530.665039 Iteration 107Q: 3 clusters Score -1.163502e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63557 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -11635036.000000 Penalty: 5530.665039 Iteration 108Q: 3 clusters Score -1.163504e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63568 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -11635039.000000 Penalty: 5530.665039 Iteration 109Q: 3 clusters Score -1.163504e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63584 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -11635041.000000 Penalty: 5530.665039 Iteration 110Q: 3 clusters Score -1.163504e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63597 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -11635045.000000 Penalty: 5530.665039 Iteration 111Q: 3 clusters Score -1.163504e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63613 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -11635034.000000 Penalty: 5530.665039 Iteration 112Q: 3 clusters Score -1.163503e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63629 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -11635027.000000 Penalty: 5530.665039 Iteration 113Q: 3 clusters Score -1.163503e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63638 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -11635037.000000 Penalty: 5530.665039 Iteration 114Q: 3 clusters Score -1.163504e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63651 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -11635041.000000 Penalty: 5530.665039 Iteration 115Q: 3 clusters Score -1.163504e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63670 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -11635043.000000 Penalty: 5530.665039 Iteration 116Q: 3 clusters Score -1.163504e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63692 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -11635040.000000 Penalty: 5530.665039 Iteration 117Q: 3 clusters Score -1.163504e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63718 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -11635047.000000 Penalty: 5530.665039 Iteration 118Q: 3 clusters Score -1.163505e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63752 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -11635028.000000 Penalty: 5530.665039 Iteration 119Q: 3 clusters Score -1.163503e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63790 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -11635053.000000 Penalty: 5530.665039 Iteration 120F: 3 clusters Score -1.163505e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63824 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -11635046.000000 Penalty: 5530.665039 Iteration 121Q: 3 clusters Score -1.163505e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63851 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -11635050.000000 Penalty: 5530.665039 Iteration 122Q: 3 clusters Score -1.163505e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63872 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -11635039.000000 Penalty: 5530.665039 Iteration 123Q: 3 clusters Score -1.163504e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63895 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -11635065.000000 Penalty: 5530.665039 Iteration 124Q: 3 clusters Score -1.163506e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63928 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -11635053.000000 Penalty: 5530.665039 Iteration 125Q: 3 clusters Score -1.163505e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63956 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -11635060.000000 Penalty: 5530.665039 Iteration 126Q: 3 clusters Score -1.163506e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63990 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -11635075.000000 Penalty: 5530.665039 Iteration 127Q: 3 clusters Score -1.163508e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64026 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -11635080.000000 Penalty: 5530.665039 Iteration 128Q: 3 clusters Score -1.163508e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64055 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -11635088.000000 Penalty: 5530.665039 Iteration 129Q: 3 clusters Score -1.163509e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64078 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -11635113.000000 Penalty: 5530.665039 Iteration 130Q: 3 clusters Score -1.163511e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64101 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -11635113.000000 Penalty: 5530.665039 Iteration 131Q: 3 clusters Score -1.163511e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64123 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -11635102.000000 Penalty: 5530.665039 Iteration 132Q: 3 clusters Score -1.16351e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64152 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -11635106.000000 Penalty: 5530.665039 Iteration 133Q: 3 clusters Score -1.163511e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64187 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -11635141.000000 Penalty: 5530.665039 Iteration 134Q: 3 clusters Score -1.163514e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64221 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -11635142.000000 Penalty: 5530.665039 Iteration 135Q: 3 clusters Score -1.163514e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64255 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -11635150.000000 Penalty: 5530.665039 Iteration 136Q: 3 clusters Score -1.163515e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64294 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -11635147.000000 Penalty: 5530.665039 Iteration 137Q: 3 clusters Score -1.163515e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64330 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -11635141.000000 Penalty: 5530.665039 Iteration 138Q: 3 clusters Score -1.163514e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64361 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -11635150.000000 Penalty: 5530.665039 Iteration 139Q: 3 clusters Score -1.163515e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64391 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -11635136.000000 Penalty: 5530.665039 Iteration 140F: 3 clusters Score -1.163514e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64424 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -11635151.000000 Penalty: 5530.665039 Iteration 141Q: 3 clusters Score -1.163515e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64457 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -11635154.000000 Penalty: 5530.665039 Iteration 142Q: 3 clusters Score -1.163515e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64486 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -11635162.000000 Penalty: 5530.665039 Iteration 143Q: 3 clusters Score -1.163516e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64534 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -11635174.000000 Penalty: 5530.665039 Iteration 144Q: 3 clusters Score -1.163517e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64574 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -11635148.000000 Penalty: 5530.665039 Iteration 145Q: 3 clusters Score -1.163515e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64610 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -11635175.000000 Penalty: 5530.665039 Iteration 146Q: 3 clusters Score -1.163518e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64649 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -11635159.000000 Penalty: 5530.665039 Iteration 147Q: 3 clusters Score -1.163516e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64676 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -11635167.000000 Penalty: 5530.665039 Iteration 148Q: 3 clusters Score -1.163517e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64701 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -11635185.000000 Penalty: 5530.665039 Iteration 149Q: 3 clusters Score -1.163518e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64725 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -11635184.000000 Penalty: 5530.665039 Iteration 150Q: 3 clusters Score -1.163518e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64750 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -11635184.000000 Penalty: 5530.665039 Iteration 151Q: 3 clusters Score -1.163518e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64772 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -11635192.000000 Penalty: 5530.665039 Iteration 152Q: 3 clusters Score -1.163519e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64793 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -11635177.000000 Penalty: 5530.665039 Iteration 153Q: 3 clusters Score -1.163518e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64818 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -11635161.000000 Penalty: 5530.665039 Iteration 154Q: 3 clusters Score -1.163516e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64838 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -11635164.000000 Penalty: 5530.665039 Iteration 155Q: 3 clusters Score -1.163516e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64862 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -11635173.000000 Penalty: 5530.665039 Iteration 156Q: 3 clusters Score -1.163517e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64881 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -11635168.000000 Penalty: 5530.665039 Iteration 157Q: 3 clusters Score -1.163517e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64894 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -11635167.000000 Penalty: 5530.665039 Iteration 158Q: 3 clusters Score -1.163517e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64914 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -11635179.000000 Penalty: 5530.665039 Iteration 159Q: 3 clusters Score -1.163518e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64927 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -11635163.000000 Penalty: 5530.665039 Iteration 160F: 3 clusters Score -1.163516e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64936 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -11635163.000000 Penalty: 5530.665039 Iteration 161Q: 3 clusters Score -1.163516e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64947 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -11635160.000000 Penalty: 5530.665039 Iteration 162Q: 3 clusters Score -1.163516e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64955 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -11635158.000000 Penalty: 5530.665039 Iteration 163Q: 3 clusters Score -1.163516e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64962 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -11635162.000000 Penalty: 5530.665039 Iteration 164Q: 3 clusters Score -1.163516e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64965 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -11635163.000000 Penalty: 5530.665039 Iteration 165Q: 3 clusters Score -1.163516e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64971 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -11635171.000000 Penalty: 5530.665039 Iteration 166Q: 3 clusters Score -1.163517e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64980 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -11635173.000000 Penalty: 5530.665039 Iteration 167Q: 3 clusters Score -1.163517e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64995 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -11635167.000000 Penalty: 5530.665039 Iteration 168Q: 3 clusters Score -1.163517e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65012 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -11635178.000000 Penalty: 5530.665039 Iteration 169Q: 3 clusters Score -1.163518e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65030 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -11635167.000000 Penalty: 5530.665039 Iteration 170Q: 3 clusters Score -1.163517e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65045 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -11635151.000000 Penalty: 5530.665039 Iteration 171Q: 3 clusters Score -1.163515e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65058 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -11635149.000000 Penalty: 5530.665039 Iteration 172Q: 3 clusters Score -1.163515e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65068 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -11635125.000000 Penalty: 5530.665039 Iteration 173Q: 3 clusters Score -1.163512e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65077 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -11635124.000000 Penalty: 5530.665039 Iteration 174Q: 3 clusters Score -1.163512e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65088 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -11635123.000000 Penalty: 5530.665039 Iteration 175Q: 3 clusters Score -1.163512e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65098 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -11635130.000000 Penalty: 5530.665039 Iteration 176Q: 3 clusters Score -1.163513e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65113 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -11635136.000000 Penalty: 5530.665039 Iteration 177Q: 3 clusters Score -1.163514e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65128 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -11635132.000000 Penalty: 5530.665039 Iteration 178Q: 3 clusters Score -1.163513e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65142 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -11635152.000000 Penalty: 5530.665039 Iteration 179Q: 3 clusters Score -1.163515e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65146 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -11635153.000000 Penalty: 5530.665039 Iteration 180F: 3 clusters Score -1.163515e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65150 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -11635157.000000 Penalty: 5530.665039 Iteration 181Q: 3 clusters Score -1.163516e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65157 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -11635152.000000 Penalty: 5530.665039 Iteration 182Q: 3 clusters Score -1.163515e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65169 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -11635160.000000 Penalty: 5530.665039 Iteration 183Q: 3 clusters Score -1.163516e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65182 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -11635146.000000 Penalty: 5530.665039 Iteration 184Q: 3 clusters Score -1.163515e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65197 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -11635127.000000 Penalty: 5530.665039 Iteration 185Q: 3 clusters Score -1.163513e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65209 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -11635149.000000 Penalty: 5530.665039 Iteration 186Q: 3 clusters Score -1.163515e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65220 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -11635148.000000 Penalty: 5530.665039 Iteration 187Q: 3 clusters Score -1.163515e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65235 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -11635151.000000 Penalty: 5530.665039 Iteration 188Q: 3 clusters Score -1.163515e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65255 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -11635159.000000 Penalty: 5530.665039 Iteration 189Q: 3 clusters Score -1.163516e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65285 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -11635185.000000 Penalty: 5530.665039 Iteration 190Q: 3 clusters Score -1.163518e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65312 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -11635180.000000 Penalty: 5530.665039 Iteration 191Q: 3 clusters Score -1.163518e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65331 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -11635179.000000 Penalty: 5530.665039 Iteration 192Q: 3 clusters Score -1.163518e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65352 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -11635137.000000 Penalty: 5530.665039 Iteration 193Q: 3 clusters Score -1.163514e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65385 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -11635149.000000 Penalty: 5530.665039 Iteration 194Q: 3 clusters Score -1.163515e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65410 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -11635154.000000 Penalty: 5530.665039 Iteration 195Q: 3 clusters Score -1.163515e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65431 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -11635156.000000 Penalty: 5530.665039 Iteration 196Q: 3 clusters Score -1.163516e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65453 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -11635167.000000 Penalty: 5530.665039 Iteration 197Q: 3 clusters Score -1.163517e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65473 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -11635178.000000 Penalty: 5530.665039 Iteration 198Q: 3 clusters Score -1.163518e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65496 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -11635173.000000 Penalty: 5530.665039 Iteration 199Q: 3 clusters Score -1.163517e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65512 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -11635196.000000 Penalty: 5530.665039 Iteration 200F: 3 clusters Score -1.16352e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65533 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -11635196.000000 Penalty: 5530.665039 Iteration 201Q: 3 clusters Score -1.16352e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65551 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -11635206.000000 Penalty: 5530.665039 Iteration 202Q: 3 clusters Score -1.163521e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65572 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -11635207.000000 Penalty: 5530.665039 Iteration 203Q: 3 clusters Score -1.163521e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65585 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -11635217.000000 Penalty: 5530.665039 Iteration 204Q: 3 clusters Score -1.163522e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65599 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -11635220.000000 Penalty: 5530.665039 Iteration 205Q: 3 clusters Score -1.163522e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65610 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -11635220.000000 Penalty: 5530.665039 Iteration 206Q: 3 clusters Score -1.163522e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65621 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -11635217.000000 Penalty: 5530.665039 Iteration 207Q: 3 clusters Score -1.163522e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65633 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -11635227.000000 Penalty: 5530.665039 Iteration 208Q: 3 clusters Score -1.163523e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65641 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -11635228.000000 Penalty: 5530.665039 Iteration 209Q: 3 clusters Score -1.163523e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65652 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -11635222.000000 Penalty: 5530.665039 Iteration 210Q: 3 clusters Score -1.163522e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65658 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -11635217.000000 Penalty: 5530.665039 Iteration 211Q: 3 clusters Score -1.163522e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65663 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -11635197.000000 Penalty: 5530.665039 Iteration 212Q: 3 clusters Score -1.16352e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65667 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -11635194.000000 Penalty: 5530.665039 Iteration 213Q: 3 clusters Score -1.163519e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65673 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -11635205.000000 Penalty: 5530.665039 Iteration 214Q: 3 clusters Score -1.16352e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65678 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -11635204.000000 Penalty: 5530.665039 Iteration 215Q: 3 clusters Score -1.16352e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65686 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -11635194.000000 Penalty: 5530.665039 Iteration 216Q: 3 clusters Score -1.163519e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65692 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -11635196.000000 Penalty: 5530.665039 Iteration 217Q: 3 clusters Score -1.16352e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65699 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -11635207.000000 Penalty: 5530.665039 Iteration 218Q: 3 clusters Score -1.163521e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65704 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -11635213.000000 Penalty: 5530.665039 Iteration 219Q: 3 clusters Score -1.163521e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65708 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -11635209.000000 Penalty: 5530.665039 Iteration 220F: 3 clusters Score -1.163521e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65708 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -11635210.000000 Penalty: 5530.665039 Iteration 221Q: 3 clusters Score -1.163521e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65709 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -11635213.000000 Penalty: 5530.665039 Iteration 222Q: 3 clusters Score -1.163521e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -11635214.000000 Penalty: 5530.665039 Iteration 223Q: 3 clusters Score -1.163521e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -11635214.000000 Penalty: 5530.665039 Iteration 224F: 3 clusters Score -1.163521e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67420 members Entering Unmasked Estep Score: -11212564.000000 Penalty: 2757.437012 Iteration 0F: 2 clusters Score -1.121256e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33985 members Mstep: Class 2 contains 33435 members Entering Unmasked Estep Score: -11167401.000000 Penalty: 5514.874023 Iteration 0F: 3 clusters Score -1.11674e+07 nChanged 31459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36592 members Mstep: Class 2 contains 30828 members Entering Unmasked Estep Score: -11185026.000000 Penalty: 5514.874023 Iteration 1F: 3 clusters Score -1.118503e+07 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38363 members Mstep: Class 2 contains 29057 members Entering Unmasked Estep Score: -11185996.000000 Penalty: 5514.874023 Iteration 2Q: 3 clusters Score -1.1186e+07 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40945 members Mstep: Class 2 contains 26475 members Entering Unmasked Estep Score: -11187375.000000 Penalty: 5514.874023 Iteration 3Q: 3 clusters Score -1.118738e+07 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44664 members Mstep: Class 2 contains 22756 members Entering Unmasked Estep Score: -11189710.000000 Penalty: 5514.874023 Iteration 4F: 3 clusters Score -1.118971e+07 nChanged 5145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49679 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -11193505.000000 Penalty: 5514.874023 Iteration 5F: 3 clusters Score -1.11935e+07 nChanged 5859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55496 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -11198966.000000 Penalty: 5514.874023 Iteration 6F: 3 clusters Score -1.119897e+07 nChanged 5298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60758 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -11204232.000000 Penalty: 5514.874023 Iteration 7F: 3 clusters Score -1.120423e+07 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64264 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -11207651.000000 Penalty: 5514.874023 Iteration 8F: 3 clusters Score -1.120765e+07 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65921 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -11209137.000000 Penalty: 5514.874023 Iteration 9Q: 3 clusters Score -1.120914e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66575 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -11209734.000000 Penalty: 5514.874023 Iteration 10Q: 3 clusters Score -1.120973e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66848 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -11210018.000000 Penalty: 5514.874023 Iteration 11Q: 3 clusters Score -1.121002e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66954 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -11210137.000000 Penalty: 5514.874023 Iteration 12Q: 3 clusters Score -1.121014e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67009 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -11210202.000000 Penalty: 5514.874023 Iteration 13Q: 3 clusters Score -1.12102e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67032 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -11210239.000000 Penalty: 5514.874023 Iteration 14Q: 3 clusters Score -1.121024e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67044 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -11210272.000000 Penalty: 5514.874023 Iteration 15Q: 3 clusters Score -1.121027e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67052 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -11210293.000000 Penalty: 5514.874023 Iteration 16Q: 3 clusters Score -1.121029e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67059 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -11210308.000000 Penalty: 5514.874023 Iteration 17Q: 3 clusters Score -1.121031e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67066 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -11210325.000000 Penalty: 5514.874023 Iteration 18Q: 3 clusters Score -1.121032e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67067 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -11210335.000000 Penalty: 5514.874023 Iteration 19Q: 3 clusters Score -1.121034e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67068 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -11210340.000000 Penalty: 5514.874023 Iteration 20F: 3 clusters Score -1.121034e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67069 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -11210344.000000 Penalty: 5514.874023 Iteration 21Q: 3 clusters Score -1.121034e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67070 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -11210348.000000 Penalty: 5514.874023 Iteration 22Q: 3 clusters Score -1.121035e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67072 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -11210346.000000 Penalty: 5514.874023 Iteration 23Q: 3 clusters Score -1.121035e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67069 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -11210357.000000 Penalty: 5514.874023 Iteration 24Q: 3 clusters Score -1.121036e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67063 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -11210359.000000 Penalty: 5514.874023 Iteration 25Q: 3 clusters Score -1.121036e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67055 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -11210373.000000 Penalty: 5514.874023 Iteration 26Q: 3 clusters Score -1.121037e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67050 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -11210379.000000 Penalty: 5514.874023 Iteration 27Q: 3 clusters Score -1.121038e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67051 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -11210387.000000 Penalty: 5514.874023 Iteration 28Q: 3 clusters Score -1.121039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67054 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -11210387.000000 Penalty: 5514.874023 Iteration 29Q: 3 clusters Score -1.121039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67055 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -11210394.000000 Penalty: 5514.874023 Iteration 30Q: 3 clusters Score -1.121039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67054 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -11210390.000000 Penalty: 5514.874023 Iteration 31Q: 3 clusters Score -1.121039e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67053 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -11210383.000000 Penalty: 5514.874023 Iteration 32Q: 3 clusters Score -1.121038e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67053 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -11210383.000000 Penalty: 5514.874023 Iteration 33F: 3 clusters Score -1.121038e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Entering Unmasked Estep Score: -750475.375000 Penalty: 2096.971436 Iteration 0F: 2 clusters Score -750475.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -746181.125000 Penalty: 4193.942871 Iteration 0F: 3 clusters Score -746181.1 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -747238.687500 Penalty: 4193.942871 Iteration 1F: 3 clusters Score -747238.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -747444.750000 Penalty: 4193.942871 Iteration 2F: 3 clusters Score -747444.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -747583.875000 Penalty: 4193.942871 Iteration 3F: 3 clusters Score -747583.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -747667.125000 Penalty: 4193.942871 Iteration 4Q: 3 clusters Score -747667.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -747727.875000 Penalty: 4193.942871 Iteration 5Q: 3 clusters Score -747727.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -747787.562500 Penalty: 4193.942871 Iteration 6Q: 3 clusters Score -747787.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -747826.875000 Penalty: 4193.942871 Iteration 7Q: 3 clusters Score -747826.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -747848.125000 Penalty: 4193.942871 Iteration 8Q: 3 clusters Score -747848.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -747870.875000 Penalty: 4193.942871 Iteration 9Q: 3 clusters Score -747870.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -747891.625000 Penalty: 4193.942871 Iteration 10Q: 3 clusters Score -747891.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -747911.812500 Penalty: 4193.942871 Iteration 11Q: 3 clusters Score -747911.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -747937.312500 Penalty: 4193.942871 Iteration 12Q: 3 clusters Score -747937.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -747962.000000 Penalty: 4193.942871 Iteration 13Q: 3 clusters Score -747962 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -747983.500000 Penalty: 4193.942871 Iteration 14Q: 3 clusters Score -747983.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -748013.250000 Penalty: 4193.942871 Iteration 15Q: 3 clusters Score -748013.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -748048.125000 Penalty: 4193.942871 Iteration 16Q: 3 clusters Score -748048.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -748094.250000 Penalty: 4193.942871 Iteration 17Q: 3 clusters Score -748094.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -748147.250000 Penalty: 4193.942871 Iteration 18Q: 3 clusters Score -748147.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -748198.187500 Penalty: 4193.942871 Iteration 19Q: 3 clusters Score -748198.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -748260.187500 Penalty: 4193.942871 Iteration 20F: 3 clusters Score -748260.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -748331.000000 Penalty: 4193.942871 Iteration 21Q: 3 clusters Score -748331 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -748406.750000 Penalty: 4193.942871 Iteration 22Q: 3 clusters Score -748406.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -748472.875000 Penalty: 4193.942871 Iteration 23Q: 3 clusters Score -748472.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -748543.687500 Penalty: 4193.942871 Iteration 24Q: 3 clusters Score -748543.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -748619.312500 Penalty: 4193.942871 Iteration 25Q: 3 clusters Score -748619.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -748698.875000 Penalty: 4193.942871 Iteration 26Q: 3 clusters Score -748698.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -748760.437500 Penalty: 4193.942871 Iteration 27Q: 3 clusters Score -748760.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -748807.000000 Penalty: 4193.942871 Iteration 28Q: 3 clusters Score -748807 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -748837.625000 Penalty: 4193.942871 Iteration 29Q: 3 clusters Score -748837.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -748864.437500 Penalty: 4193.942871 Iteration 30Q: 3 clusters Score -748864.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -748893.125000 Penalty: 4193.942871 Iteration 31Q: 3 clusters Score -748893.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -748918.500000 Penalty: 4193.942871 Iteration 32Q: 3 clusters Score -748918.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -748937.687500 Penalty: 4193.942871 Iteration 33Q: 3 clusters Score -748937.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -748946.937500 Penalty: 4193.942871 Iteration 34Q: 3 clusters Score -748946.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -748956.187500 Penalty: 4193.942871 Iteration 35Q: 3 clusters Score -748956.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -748961.562500 Penalty: 4193.942871 Iteration 36Q: 3 clusters Score -748961.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -748965.000000 Penalty: 4193.942871 Iteration 37Q: 3 clusters Score -748965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -748965.687500 Penalty: 4193.942871 Iteration 38Q: 3 clusters Score -748965.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -748968.562500 Penalty: 4193.942871 Iteration 39Q: 3 clusters Score -748968.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -748973.562500 Penalty: 4193.942871 Iteration 40F: 3 clusters Score -748973.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -748976.687500 Penalty: 4193.942871 Iteration 41Q: 3 clusters Score -748976.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -748980.125000 Penalty: 4193.942871 Iteration 42Q: 3 clusters Score -748980.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -748982.250000 Penalty: 4193.942871 Iteration 43Q: 3 clusters Score -748982.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -748985.062500 Penalty: 4193.942871 Iteration 44Q: 3 clusters Score -748985.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -748984.812500 Penalty: 4193.942871 Iteration 45Q: 3 clusters Score -748984.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -748985.500000 Penalty: 4193.942871 Iteration 46Q: 3 clusters Score -748985.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -748986.750000 Penalty: 4193.942871 Iteration 47Q: 3 clusters Score -748986.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -748987.812500 Penalty: 4193.942871 Iteration 48Q: 3 clusters Score -748987.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -748989.000000 Penalty: 4193.942871 Iteration 49Q: 3 clusters Score -748989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -748988.312500 Penalty: 4193.942871 Iteration 50Q: 3 clusters Score -748988.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -748989.437500 Penalty: 4193.942871 Iteration 51Q: 3 clusters Score -748989.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -748989.437500 Penalty: 4193.942871 Iteration 52F: 3 clusters Score -748989.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (23685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Entering Unmasked Estep Score: -3921766.500000 Penalty: 2498.004150 Iteration 0F: 2 clusters Score -3921766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -3905234.500000 Penalty: 4996.008301 Iteration 0F: 3 clusters Score -3905234 nChanged 10577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -3910775.500000 Penalty: 4996.008301 Iteration 1F: 3 clusters Score -3910776 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -3911210.750000 Penalty: 4996.008301 Iteration 2F: 3 clusters Score -3911211 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 11460 members Entering Unmasked Estep Score: -3911525.000000 Penalty: 4996.008301 Iteration 3Q: 3 clusters Score -3911525 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -3911770.000000 Penalty: 4996.008301 Iteration 4Q: 3 clusters Score -3911770 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12641 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -3911950.000000 Penalty: 4996.008301 Iteration 5Q: 3 clusters Score -3911950 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12910 members Mstep: Class 2 contains 10775 members Entering Unmasked Estep Score: -3912103.250000 Penalty: 4996.008301 Iteration 6Q: 3 clusters Score -3912103 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -3912269.250000 Penalty: 4996.008301 Iteration 7Q: 3 clusters Score -3912269 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -3912465.750000 Penalty: 4996.008301 Iteration 8Q: 3 clusters Score -3912466 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14330 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -3912713.750000 Penalty: 4996.008301 Iteration 9Q: 3 clusters Score -3912714 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15096 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -3913022.250000 Penalty: 4996.008301 Iteration 10Q: 3 clusters Score -3913022 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -3913535.500000 Penalty: 4996.008301 Iteration 11Q: 3 clusters Score -3913536 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17290 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -3914318.250000 Penalty: 4996.008301 Iteration 12F: 3 clusters Score -3914318 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18730 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -3915358.500000 Penalty: 4996.008301 Iteration 13F: 3 clusters Score -3915358 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20198 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -3916550.000000 Penalty: 4996.008301 Iteration 14F: 3 clusters Score -3916550 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21473 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -3917694.250000 Penalty: 4996.008301 Iteration 15F: 3 clusters Score -3917694 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22371 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -3918537.750000 Penalty: 4996.008301 Iteration 16Q: 3 clusters Score -3918538 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22892 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -3919043.250000 Penalty: 4996.008301 Iteration 17Q: 3 clusters Score -3919043 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23140 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -3919305.750000 Penalty: 4996.008301 Iteration 18Q: 3 clusters Score -3919306 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23256 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -3919451.750000 Penalty: 4996.008301 Iteration 19Q: 3 clusters Score -3919452 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23306 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -3919513.500000 Penalty: 4996.008301 Iteration 20F: 3 clusters Score -3919514 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23328 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -3919544.250000 Penalty: 4996.008301 Iteration 21Q: 3 clusters Score -3919544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23339 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -3919561.250000 Penalty: 4996.008301 Iteration 22Q: 3 clusters Score -3919561 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23347 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -3919573.250000 Penalty: 4996.008301 Iteration 23Q: 3 clusters Score -3919573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23353 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -3919580.250000 Penalty: 4996.008301 Iteration 24Q: 3 clusters Score -3919580 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23359 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3919593.000000 Penalty: 4996.008301 Iteration 25Q: 3 clusters Score -3919593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -3919601.750000 Penalty: 4996.008301 Iteration 26Q: 3 clusters Score -3919602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -3919610.500000 Penalty: 4996.008301 Iteration 27Q: 3 clusters Score -3919610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23367 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -3919611.500000 Penalty: 4996.008301 Iteration 28Q: 3 clusters Score -3919612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3919610.500000 Penalty: 4996.008301 Iteration 29Q: 3 clusters Score -3919610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3919615.000000 Penalty: 4996.008301 Iteration 30Q: 3 clusters Score -3919615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23371 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -3919617.750000 Penalty: 4996.008301 Iteration 31Q: 3 clusters Score -3919618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23371 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -3919617.750000 Penalty: 4996.008301 Iteration 32F: 3 clusters Score -3919618 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (72681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72681 members Entering Unmasked Estep Score: -12225566.000000 Penalty: 2776.071045 Iteration 0F: 2 clusters Score -1.222557e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36391 members Mstep: Class 2 contains 36290 members Entering Unmasked Estep Score: -12182089.000000 Penalty: 5552.142090 Iteration 0F: 3 clusters Score -1.218209e+07 nChanged 33715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36252 members Mstep: Class 2 contains 36429 members Entering Unmasked Estep Score: -12200754.000000 Penalty: 5552.142090 Iteration 1F: 3 clusters Score -1.220075e+07 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36325 members Mstep: Class 2 contains 36356 members Entering Unmasked Estep Score: -12201237.000000 Penalty: 5552.142090 Iteration 2Q: 3 clusters Score -1.220124e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36442 members Mstep: Class 2 contains 36239 members Entering Unmasked Estep Score: -12201591.000000 Penalty: 5552.142090 Iteration 3Q: 3 clusters Score -1.220159e+07 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36547 members Mstep: Class 2 contains 36134 members Entering Unmasked Estep Score: -12201981.000000 Penalty: 5552.142090 Iteration 4Q: 3 clusters Score -1.220198e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36648 members Mstep: Class 2 contains 36033 members Entering Unmasked Estep Score: -12202374.000000 Penalty: 5552.142090 Iteration 5Q: 3 clusters Score -1.220237e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36779 members Mstep: Class 2 contains 35902 members Entering Unmasked Estep Score: -12202704.000000 Penalty: 5552.142090 Iteration 6Q: 3 clusters Score -1.22027e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36957 members Mstep: Class 2 contains 35724 members Entering Unmasked Estep Score: -12203009.000000 Penalty: 5552.142090 Iteration 7Q: 3 clusters Score -1.220301e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37269 members Mstep: Class 2 contains 35412 members Entering Unmasked Estep Score: -12203401.000000 Penalty: 5552.142090 Iteration 8Q: 3 clusters Score -1.22034e+07 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37637 members Mstep: Class 2 contains 35044 members Entering Unmasked Estep Score: -12203728.000000 Penalty: 5552.142090 Iteration 9Q: 3 clusters Score -1.220373e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38159 members Mstep: Class 2 contains 34522 members Entering Unmasked Estep Score: -12204246.000000 Penalty: 5552.142090 Iteration 10Q: 3 clusters Score -1.220425e+07 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38940 members Mstep: Class 2 contains 33741 members Entering Unmasked Estep Score: -12204951.000000 Penalty: 5552.142090 Iteration 11Q: 3 clusters Score -1.220495e+07 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39970 members Mstep: Class 2 contains 32711 members Entering Unmasked Estep Score: -12206007.000000 Penalty: 5552.142090 Iteration 12Q: 3 clusters Score -1.220601e+07 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41281 members Mstep: Class 2 contains 31400 members Entering Unmasked Estep Score: -12207401.000000 Penalty: 5552.142090 Iteration 13Q: 3 clusters Score -1.22074e+07 nChanged 3549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42844 members Mstep: Class 2 contains 29837 members Entering Unmasked Estep Score: -12209704.000000 Penalty: 5552.142090 Iteration 14Q: 3 clusters Score -1.22097e+07 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44509 members Mstep: Class 2 contains 28172 members Entering Unmasked Estep Score: -12212665.000000 Penalty: 5552.142090 Iteration 15F: 3 clusters Score -1.221266e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45892 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -12215754.000000 Penalty: 5552.142090 Iteration 16F: 3 clusters Score -1.221575e+07 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46845 members Mstep: Class 2 contains 25836 members Entering Unmasked Estep Score: -12217693.000000 Penalty: 5552.142090 Iteration 17Q: 3 clusters Score -1.221769e+07 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47618 members Mstep: Class 2 contains 25063 members Entering Unmasked Estep Score: -12218814.000000 Penalty: 5552.142090 Iteration 18Q: 3 clusters Score -1.221881e+07 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48397 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -12219698.000000 Penalty: 5552.142090 Iteration 19Q: 3 clusters Score -1.22197e+07 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49126 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -12220432.000000 Penalty: 5552.142090 Iteration 20F: 3 clusters Score -1.222043e+07 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49776 members Mstep: Class 2 contains 22905 members Entering Unmasked Estep Score: -12221178.000000 Penalty: 5552.142090 Iteration 21Q: 3 clusters Score -1.222118e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50331 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -12221763.000000 Penalty: 5552.142090 Iteration 22Q: 3 clusters Score -1.222176e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50841 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -12222287.000000 Penalty: 5552.142090 Iteration 23Q: 3 clusters Score -1.222229e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51366 members Mstep: Class 2 contains 21315 members Entering Unmasked Estep Score: -12222787.000000 Penalty: 5552.142090 Iteration 24Q: 3 clusters Score -1.222279e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51892 members Mstep: Class 2 contains 20789 members Entering Unmasked Estep Score: -12223175.000000 Penalty: 5552.142090 Iteration 25Q: 3 clusters Score -1.222318e+07 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52413 members Mstep: Class 2 contains 20268 members Entering Unmasked Estep Score: -12223485.000000 Penalty: 5552.142090 Iteration 26Q: 3 clusters Score -1.222348e+07 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52929 members Mstep: Class 2 contains 19752 members Entering Unmasked Estep Score: -12223781.000000 Penalty: 5552.142090 Iteration 27Q: 3 clusters Score -1.222378e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53436 members Mstep: Class 2 contains 19245 members Entering Unmasked Estep Score: -12224024.000000 Penalty: 5552.142090 Iteration 28Q: 3 clusters Score -1.222402e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53927 members Mstep: Class 2 contains 18754 members Entering Unmasked Estep Score: -12224138.000000 Penalty: 5552.142090 Iteration 29Q: 3 clusters Score -1.222414e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54400 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -12224296.000000 Penalty: 5552.142090 Iteration 30Q: 3 clusters Score -1.22243e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54888 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -12224406.000000 Penalty: 5552.142090 Iteration 31Q: 3 clusters Score -1.222441e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55313 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -12224472.000000 Penalty: 5552.142090 Iteration 32Q: 3 clusters Score -1.222447e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55716 members Mstep: Class 2 contains 16965 members Entering Unmasked Estep Score: -12224513.000000 Penalty: 5552.142090 Iteration 33Q: 3 clusters Score -1.222451e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56061 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -12224630.000000 Penalty: 5552.142090 Iteration 34Q: 3 clusters Score -1.222463e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56417 members Mstep: Class 2 contains 16264 members Entering Unmasked Estep Score: -12224654.000000 Penalty: 5552.142090 Iteration 35Q: 3 clusters Score -1.222465e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56739 members Mstep: Class 2 contains 15942 members Entering Unmasked Estep Score: -12224683.000000 Penalty: 5552.142090 Iteration 36Q: 3 clusters Score -1.222468e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57038 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -12224680.000000 Penalty: 5552.142090 Iteration 37Q: 3 clusters Score -1.222468e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57342 members Mstep: Class 2 contains 15339 members Entering Unmasked Estep Score: -12224712.000000 Penalty: 5552.142090 Iteration 38Q: 3 clusters Score -1.222471e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57646 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -12224722.000000 Penalty: 5552.142090 Iteration 39Q: 3 clusters Score -1.222472e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57924 members Mstep: Class 2 contains 14757 members Entering Unmasked Estep Score: -12224675.000000 Penalty: 5552.142090 Iteration 40F: 3 clusters Score -1.222468e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58203 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -12224641.000000 Penalty: 5552.142090 Iteration 41Q: 3 clusters Score -1.222464e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58460 members Mstep: Class 2 contains 14221 members Entering Unmasked Estep Score: -12224628.000000 Penalty: 5552.142090 Iteration 42Q: 3 clusters Score -1.222463e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58696 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -12224632.000000 Penalty: 5552.142090 Iteration 43Q: 3 clusters Score -1.222463e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58948 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -12224608.000000 Penalty: 5552.142090 Iteration 44Q: 3 clusters Score -1.222461e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59187 members Mstep: Class 2 contains 13494 members Entering Unmasked Estep Score: -12224593.000000 Penalty: 5552.142090 Iteration 45Q: 3 clusters Score -1.222459e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59425 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -12224567.000000 Penalty: 5552.142090 Iteration 46Q: 3 clusters Score -1.222457e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59669 members Mstep: Class 2 contains 13012 members Entering Unmasked Estep Score: -12224594.000000 Penalty: 5552.142090 Iteration 47Q: 3 clusters Score -1.222459e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59926 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -12224574.000000 Penalty: 5552.142090 Iteration 48Q: 3 clusters Score -1.222457e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60167 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -12224588.000000 Penalty: 5552.142090 Iteration 49Q: 3 clusters Score -1.222459e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60383 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -12224592.000000 Penalty: 5552.142090 Iteration 50Q: 3 clusters Score -1.222459e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60597 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -12224605.000000 Penalty: 5552.142090 Iteration 51Q: 3 clusters Score -1.22246e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60808 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -12224592.000000 Penalty: 5552.142090 Iteration 52Q: 3 clusters Score -1.222459e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61029 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -12224581.000000 Penalty: 5552.142090 Iteration 53Q: 3 clusters Score -1.222458e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61256 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -12224585.000000 Penalty: 5552.142090 Iteration 54Q: 3 clusters Score -1.222458e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61506 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -12224618.000000 Penalty: 5552.142090 Iteration 55Q: 3 clusters Score -1.222462e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61727 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -12224619.000000 Penalty: 5552.142090 Iteration 56Q: 3 clusters Score -1.222462e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61946 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -12224621.000000 Penalty: 5552.142090 Iteration 57Q: 3 clusters Score -1.222462e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62137 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -12224656.000000 Penalty: 5552.142090 Iteration 58Q: 3 clusters Score -1.222466e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62325 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -12224628.000000 Penalty: 5552.142090 Iteration 59Q: 3 clusters Score -1.222463e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62497 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -12224605.000000 Penalty: 5552.142090 Iteration 60F: 3 clusters Score -1.22246e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62671 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -12224551.000000 Penalty: 5552.142090 Iteration 61Q: 3 clusters Score -1.222455e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62857 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -12224551.000000 Penalty: 5552.142090 Iteration 62Q: 3 clusters Score -1.222455e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63042 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -12224538.000000 Penalty: 5552.142090 Iteration 63Q: 3 clusters Score -1.222454e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63212 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -12224527.000000 Penalty: 5552.142090 Iteration 64Q: 3 clusters Score -1.222453e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63353 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -12224525.000000 Penalty: 5552.142090 Iteration 65Q: 3 clusters Score -1.222452e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63471 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -12224529.000000 Penalty: 5552.142090 Iteration 66Q: 3 clusters Score -1.222453e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63574 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -12224498.000000 Penalty: 5552.142090 Iteration 67Q: 3 clusters Score -1.22245e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63651 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -12224499.000000 Penalty: 5552.142090 Iteration 68Q: 3 clusters Score -1.22245e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63721 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -12224502.000000 Penalty: 5552.142090 Iteration 69Q: 3 clusters Score -1.22245e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63783 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -12224500.000000 Penalty: 5552.142090 Iteration 70Q: 3 clusters Score -1.22245e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63829 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -12224512.000000 Penalty: 5552.142090 Iteration 71Q: 3 clusters Score -1.222451e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63881 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -12224513.000000 Penalty: 5552.142090 Iteration 72Q: 3 clusters Score -1.222451e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63938 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -12224512.000000 Penalty: 5552.142090 Iteration 73Q: 3 clusters Score -1.222451e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63993 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -12224529.000000 Penalty: 5552.142090 Iteration 74Q: 3 clusters Score -1.222453e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64038 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -12224522.000000 Penalty: 5552.142090 Iteration 75Q: 3 clusters Score -1.222452e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64082 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -12224521.000000 Penalty: 5552.142090 Iteration 76Q: 3 clusters Score -1.222452e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64125 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -12224517.000000 Penalty: 5552.142090 Iteration 77Q: 3 clusters Score -1.222452e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64172 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -12224511.000000 Penalty: 5552.142090 Iteration 78Q: 3 clusters Score -1.222451e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64223 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -12224507.000000 Penalty: 5552.142090 Iteration 79Q: 3 clusters Score -1.222451e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64270 members Mstep: Class 2 contains 8411 members Entering Unmasked Estep Score: -12224512.000000 Penalty: 5552.142090 Iteration 80F: 3 clusters Score -1.222451e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64308 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -12224511.000000 Penalty: 5552.142090 Iteration 81Q: 3 clusters Score -1.222451e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64348 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -12224499.000000 Penalty: 5552.142090 Iteration 82Q: 3 clusters Score -1.22245e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64383 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -12224492.000000 Penalty: 5552.142090 Iteration 83Q: 3 clusters Score -1.222449e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64431 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -12224479.000000 Penalty: 5552.142090 Iteration 84Q: 3 clusters Score -1.222448e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64471 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -12224480.000000 Penalty: 5552.142090 Iteration 85Q: 3 clusters Score -1.222448e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64513 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -12224500.000000 Penalty: 5552.142090 Iteration 86Q: 3 clusters Score -1.22245e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64565 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -12224479.000000 Penalty: 5552.142090 Iteration 87Q: 3 clusters Score -1.222448e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64624 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -12224467.000000 Penalty: 5552.142090 Iteration 88Q: 3 clusters Score -1.222447e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64669 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -12224451.000000 Penalty: 5552.142090 Iteration 89Q: 3 clusters Score -1.222445e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64708 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -12224462.000000 Penalty: 5552.142090 Iteration 90Q: 3 clusters Score -1.222446e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64743 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -12224464.000000 Penalty: 5552.142090 Iteration 91Q: 3 clusters Score -1.222446e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64772 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -12224466.000000 Penalty: 5552.142090 Iteration 92Q: 3 clusters Score -1.222447e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64798 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -12224443.000000 Penalty: 5552.142090 Iteration 93Q: 3 clusters Score -1.222444e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64833 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -12224441.000000 Penalty: 5552.142090 Iteration 94Q: 3 clusters Score -1.222444e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64870 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -12224446.000000 Penalty: 5552.142090 Iteration 95Q: 3 clusters Score -1.222445e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64900 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -12224426.000000 Penalty: 5552.142090 Iteration 96Q: 3 clusters Score -1.222443e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64927 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -12224426.000000 Penalty: 5552.142090 Iteration 97Q: 3 clusters Score -1.222443e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64955 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -12224412.000000 Penalty: 5552.142090 Iteration 98Q: 3 clusters Score -1.222441e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64985 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -12224423.000000 Penalty: 5552.142090 Iteration 99Q: 3 clusters Score -1.222442e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65009 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -12224429.000000 Penalty: 5552.142090 Iteration 100F: 3 clusters Score -1.222443e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65034 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -12224419.000000 Penalty: 5552.142090 Iteration 101Q: 3 clusters Score -1.222442e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65051 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -12224422.000000 Penalty: 5552.142090 Iteration 102Q: 3 clusters Score -1.222442e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65070 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -12224414.000000 Penalty: 5552.142090 Iteration 103Q: 3 clusters Score -1.222441e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65088 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -12224422.000000 Penalty: 5552.142090 Iteration 104Q: 3 clusters Score -1.222442e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65106 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -12224420.000000 Penalty: 5552.142090 Iteration 105Q: 3 clusters Score -1.222442e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65126 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -12224421.000000 Penalty: 5552.142090 Iteration 106Q: 3 clusters Score -1.222442e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65141 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -12224418.000000 Penalty: 5552.142090 Iteration 107Q: 3 clusters Score -1.222442e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65164 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -12224402.000000 Penalty: 5552.142090 Iteration 108Q: 3 clusters Score -1.22244e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65185 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -12224383.000000 Penalty: 5552.142090 Iteration 109Q: 3 clusters Score -1.222438e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65210 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -12224369.000000 Penalty: 5552.142090 Iteration 110Q: 3 clusters Score -1.222437e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65231 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -12224386.000000 Penalty: 5552.142090 Iteration 111Q: 3 clusters Score -1.222439e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65257 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -12224392.000000 Penalty: 5552.142090 Iteration 112Q: 3 clusters Score -1.222439e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65280 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -12224389.000000 Penalty: 5552.142090 Iteration 113Q: 3 clusters Score -1.222439e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65298 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -12224388.000000 Penalty: 5552.142090 Iteration 114Q: 3 clusters Score -1.222439e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65319 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -12224388.000000 Penalty: 5552.142090 Iteration 115Q: 3 clusters Score -1.222439e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65332 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -12224392.000000 Penalty: 5552.142090 Iteration 116Q: 3 clusters Score -1.222439e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65345 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -12224382.000000 Penalty: 5552.142090 Iteration 117Q: 3 clusters Score -1.222438e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65357 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -12224388.000000 Penalty: 5552.142090 Iteration 118Q: 3 clusters Score -1.222439e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65373 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -12224379.000000 Penalty: 5552.142090 Iteration 119Q: 3 clusters Score -1.222438e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65395 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -12224365.000000 Penalty: 5552.142090 Iteration 120F: 3 clusters Score -1.222436e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65411 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -12224366.000000 Penalty: 5552.142090 Iteration 121Q: 3 clusters Score -1.222437e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65427 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -12224364.000000 Penalty: 5552.142090 Iteration 122Q: 3 clusters Score -1.222436e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65444 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -12224372.000000 Penalty: 5552.142090 Iteration 123Q: 3 clusters Score -1.222437e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65456 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -12224382.000000 Penalty: 5552.142090 Iteration 124Q: 3 clusters Score -1.222438e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65470 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -12224392.000000 Penalty: 5552.142090 Iteration 125Q: 3 clusters Score -1.222439e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65486 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -12224393.000000 Penalty: 5552.142090 Iteration 126Q: 3 clusters Score -1.222439e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65494 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -12224399.000000 Penalty: 5552.142090 Iteration 127Q: 3 clusters Score -1.22244e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65503 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -12224387.000000 Penalty: 5552.142090 Iteration 128Q: 3 clusters Score -1.222439e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65517 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -12224378.000000 Penalty: 5552.142090 Iteration 129Q: 3 clusters Score -1.222438e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65526 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -12224386.000000 Penalty: 5552.142090 Iteration 130Q: 3 clusters Score -1.222439e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65535 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -12224383.000000 Penalty: 5552.142090 Iteration 131Q: 3 clusters Score -1.222438e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65544 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -12224379.000000 Penalty: 5552.142090 Iteration 132Q: 3 clusters Score -1.222438e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65557 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -12224382.000000 Penalty: 5552.142090 Iteration 133Q: 3 clusters Score -1.222438e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65568 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -12224372.000000 Penalty: 5552.142090 Iteration 134Q: 3 clusters Score -1.222437e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65582 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -12224368.000000 Penalty: 5552.142090 Iteration 135Q: 3 clusters Score -1.222437e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65598 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -12224382.000000 Penalty: 5552.142090 Iteration 136Q: 3 clusters Score -1.222438e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65613 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -12224387.000000 Penalty: 5552.142090 Iteration 137Q: 3 clusters Score -1.222439e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65621 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -12224374.000000 Penalty: 5552.142090 Iteration 138Q: 3 clusters Score -1.222437e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65630 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -12224390.000000 Penalty: 5552.142090 Iteration 139Q: 3 clusters Score -1.222439e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65642 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -12224394.000000 Penalty: 5552.142090 Iteration 140F: 3 clusters Score -1.222439e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65651 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -12224388.000000 Penalty: 5552.142090 Iteration 141Q: 3 clusters Score -1.222439e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65657 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -12224389.000000 Penalty: 5552.142090 Iteration 142Q: 3 clusters Score -1.222439e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65663 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -12224388.000000 Penalty: 5552.142090 Iteration 143Q: 3 clusters Score -1.222439e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65667 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -12224379.000000 Penalty: 5552.142090 Iteration 144Q: 3 clusters Score -1.222438e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65673 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -12224383.000000 Penalty: 5552.142090 Iteration 145Q: 3 clusters Score -1.222438e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65676 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -12224375.000000 Penalty: 5552.142090 Iteration 146Q: 3 clusters Score -1.222438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65681 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -12224383.000000 Penalty: 5552.142090 Iteration 147Q: 3 clusters Score -1.222438e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65686 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -12224383.000000 Penalty: 5552.142090 Iteration 148Q: 3 clusters Score -1.222438e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65690 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -12224380.000000 Penalty: 5552.142090 Iteration 149Q: 3 clusters Score -1.222438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65694 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -12224382.000000 Penalty: 5552.142090 Iteration 150Q: 3 clusters Score -1.222438e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65700 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -12224365.000000 Penalty: 5552.142090 Iteration 151Q: 3 clusters Score -1.222436e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65705 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -12224381.000000 Penalty: 5552.142090 Iteration 152Q: 3 clusters Score -1.222438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -12224384.000000 Penalty: 5552.142090 Iteration 153Q: 3 clusters Score -1.222438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -12224377.000000 Penalty: 5552.142090 Iteration 154Q: 3 clusters Score -1.222438e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65711 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -12224377.000000 Penalty: 5552.142090 Iteration 155Q: 3 clusters Score -1.222438e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65713 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -12224377.000000 Penalty: 5552.142090 Iteration 156Q: 3 clusters Score -1.222438e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65714 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -12224372.000000 Penalty: 5552.142090 Iteration 157Q: 3 clusters Score -1.222437e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65715 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -12224375.000000 Penalty: 5552.142090 Iteration 158Q: 3 clusters Score -1.222438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65719 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -12224373.000000 Penalty: 5552.142090 Iteration 159Q: 3 clusters Score -1.222437e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65726 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -12224365.000000 Penalty: 5552.142090 Iteration 160F: 3 clusters Score -1.222436e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65730 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -12224374.000000 Penalty: 5552.142090 Iteration 161Q: 3 clusters Score -1.222437e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65734 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -12224373.000000 Penalty: 5552.142090 Iteration 162Q: 3 clusters Score -1.222437e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65742 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -12224374.000000 Penalty: 5552.142090 Iteration 163Q: 3 clusters Score -1.222437e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65749 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -12224369.000000 Penalty: 5552.142090 Iteration 164Q: 3 clusters Score -1.222437e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65755 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -12224360.000000 Penalty: 5552.142090 Iteration 165Q: 3 clusters Score -1.222436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65757 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -12224359.000000 Penalty: 5552.142090 Iteration 166Q: 3 clusters Score -1.222436e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65760 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -12224353.000000 Penalty: 5552.142090 Iteration 167Q: 3 clusters Score -1.222435e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65761 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -12224350.000000 Penalty: 5552.142090 Iteration 168Q: 3 clusters Score -1.222435e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65764 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -12224353.000000 Penalty: 5552.142090 Iteration 169Q: 3 clusters Score -1.222435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65766 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -12224347.000000 Penalty: 5552.142090 Iteration 170Q: 3 clusters Score -1.222435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65768 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -12224344.000000 Penalty: 5552.142090 Iteration 171Q: 3 clusters Score -1.222434e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65769 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -12224349.000000 Penalty: 5552.142090 Iteration 172Q: 3 clusters Score -1.222435e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65769 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -12224349.000000 Penalty: 5552.142090 Iteration 173F: 3 clusters Score -1.222435e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Entering Unmasked Estep Score: -297109.000000 Penalty: 1876.059692 Iteration 0F: 2 clusters Score -297109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -294615.000000 Penalty: 3752.119385 Iteration 0F: 3 clusters Score -294615 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -295328.562500 Penalty: 3752.119385 Iteration 1F: 3 clusters Score -295328.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -295754.250000 Penalty: 3752.119385 Iteration 2F: 3 clusters Score -295754.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -296226.187500 Penalty: 3752.119385 Iteration 3F: 3 clusters Score -296226.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -296610.625000 Penalty: 3752.119385 Iteration 4F: 3 clusters Score -296610.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -296858.687500 Penalty: 3752.119385 Iteration 5F: 3 clusters Score -296858.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -296976.250000 Penalty: 3752.119385 Iteration 6Q: 3 clusters Score -296976.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -297032.531250 Penalty: 3752.119385 Iteration 7Q: 3 clusters Score -297032.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -297045.500000 Penalty: 3752.119385 Iteration 8Q: 3 clusters Score -297045.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -297052.875000 Penalty: 3752.119385 Iteration 9Q: 3 clusters Score -297052.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -297056.375000 Penalty: 3752.119385 Iteration 10Q: 3 clusters Score -297056.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -297058.187500 Penalty: 3752.119385 Iteration 11Q: 3 clusters Score -297058.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -297060.656250 Penalty: 3752.119385 Iteration 12Q: 3 clusters Score -297060.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -297064.218750 Penalty: 3752.119385 Iteration 13Q: 3 clusters Score -297064.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -297065.718750 Penalty: 3752.119385 Iteration 14Q: 3 clusters Score -297065.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -297066.281250 Penalty: 3752.119385 Iteration 15Q: 3 clusters Score -297066.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -297066.281250 Penalty: 3752.119385 Iteration 16F: 3 clusters Score -297066.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Entering Unmasked Estep Score: -141122.656250 Penalty: 1686.993896 Iteration 0F: 2 clusters Score -141122.7 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 460 members Entering Unmasked Estep Score: -139261.140625 Penalty: 3373.987793 Iteration 0F: 3 clusters Score -139261.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -139555.203125 Penalty: 3373.987793 Iteration 1F: 3 clusters Score -139555.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -139701.406250 Penalty: 3373.987793 Iteration 2F: 3 clusters Score -139701.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -139784.781250 Penalty: 3373.987793 Iteration 3Q: 3 clusters Score -139784.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -139888.812500 Penalty: 3373.987793 Iteration 4Q: 3 clusters Score -139888.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -140092.093750 Penalty: 3373.987793 Iteration 5Q: 3 clusters Score -140092.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -140344.671875 Penalty: 3373.987793 Iteration 6Q: 3 clusters Score -140344.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -140581.000000 Penalty: 3373.987793 Iteration 7Q: 3 clusters Score -140581 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -140733.046875 Penalty: 3373.987793 Iteration 8Q: 3 clusters Score -140733 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -140776.890625 Penalty: 3373.987793 Iteration 9Q: 3 clusters Score -140776.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -140793.125000 Penalty: 3373.987793 Iteration 10Q: 3 clusters Score -140793.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -140805.640625 Penalty: 3373.987793 Iteration 11Q: 3 clusters Score -140805.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -140812.031250 Penalty: 3373.987793 Iteration 12Q: 3 clusters Score -140812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -140812.625000 Penalty: 3373.987793 Iteration 13Q: 3 clusters Score -140812.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -140812.625000 Penalty: 3373.987793 Iteration 14F: 3 clusters Score -140812.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Entering Unmasked Estep Score: -438145.437500 Penalty: 1980.231201 Iteration 0F: 2 clusters Score -438145.4 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 1442 members Entering Unmasked Estep Score: -434924.250000 Penalty: 3960.462402 Iteration 0F: 3 clusters Score -434924.2 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -435680.937500 Penalty: 3960.462402 Iteration 1F: 3 clusters Score -435680.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -435983.437500 Penalty: 3960.462402 Iteration 2F: 3 clusters Score -435983.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -436185.531250 Penalty: 3960.462402 Iteration 3F: 3 clusters Score -436185.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -436306.343750 Penalty: 3960.462402 Iteration 4Q: 3 clusters Score -436306.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -436388.218750 Penalty: 3960.462402 Iteration 5Q: 3 clusters Score -436388.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -436442.750000 Penalty: 3960.462402 Iteration 6Q: 3 clusters Score -436442.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -436498.156250 Penalty: 3960.462402 Iteration 7Q: 3 clusters Score -436498.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -436542.937500 Penalty: 3960.462402 Iteration 8Q: 3 clusters Score -436542.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -436584.593750 Penalty: 3960.462402 Iteration 9Q: 3 clusters Score -436584.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -436623.375000 Penalty: 3960.462402 Iteration 10Q: 3 clusters Score -436623.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -436657.187500 Penalty: 3960.462402 Iteration 11Q: 3 clusters Score -436657.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -436690.250000 Penalty: 3960.462402 Iteration 12Q: 3 clusters Score -436690.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -436725.562500 Penalty: 3960.462402 Iteration 13Q: 3 clusters Score -436725.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -436770.906250 Penalty: 3960.462402 Iteration 14Q: 3 clusters Score -436770.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -436824.125000 Penalty: 3960.462402 Iteration 15Q: 3 clusters Score -436824.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -436877.718750 Penalty: 3960.462402 Iteration 16Q: 3 clusters Score -436877.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -436921.937500 Penalty: 3960.462402 Iteration 17Q: 3 clusters Score -436921.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -436954.937500 Penalty: 3960.462402 Iteration 18Q: 3 clusters Score -436954.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -437009.843750 Penalty: 3960.462402 Iteration 19Q: 3 clusters Score -437009.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -437041.156250 Penalty: 3960.462402 Iteration 20F: 3 clusters Score -437041.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -437061.312500 Penalty: 3960.462402 Iteration 21Q: 3 clusters Score -437061.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -437079.093750 Penalty: 3960.462402 Iteration 22Q: 3 clusters Score -437079.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -437095.406250 Penalty: 3960.462402 Iteration 23Q: 3 clusters Score -437095.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -437104.000000 Penalty: 3960.462402 Iteration 24Q: 3 clusters Score -437104 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -437112.093750 Penalty: 3960.462402 Iteration 25Q: 3 clusters Score -437112.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -437115.843750 Penalty: 3960.462402 Iteration 26Q: 3 clusters Score -437115.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -437121.125000 Penalty: 3960.462402 Iteration 27Q: 3 clusters Score -437121.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -437122.406250 Penalty: 3960.462402 Iteration 28Q: 3 clusters Score -437122.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -437123.875000 Penalty: 3960.462402 Iteration 29Q: 3 clusters Score -437123.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -437126.281250 Penalty: 3960.462402 Iteration 30Q: 3 clusters Score -437126.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -437127.875000 Penalty: 3960.462402 Iteration 31Q: 3 clusters Score -437127.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -437130.718750 Penalty: 3960.462402 Iteration 32Q: 3 clusters Score -437130.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -437131.000000 Penalty: 3960.462402 Iteration 33Q: 3 clusters Score -437131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -437131.718750 Penalty: 3960.462402 Iteration 34Q: 3 clusters Score -437131.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -437133.000000 Penalty: 3960.462402 Iteration 35Q: 3 clusters Score -437133 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -437133.000000 Penalty: 3960.462402 Iteration 36F: 3 clusters Score -437133 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12338 members Entering Unmasked Estep Score: -2041863.000000 Penalty: 2336.268799 Iteration 0F: 2 clusters Score -2041863 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -2032673.500000 Penalty: 4672.537598 Iteration 0F: 3 clusters Score -2032674 nChanged 5261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -2035465.750000 Penalty: 4672.537598 Iteration 1F: 3 clusters Score -2035466 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -2035841.250000 Penalty: 4672.537598 Iteration 2F: 3 clusters Score -2035841 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -2036158.000000 Penalty: 4672.537598 Iteration 3F: 3 clusters Score -2036158 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -2036478.250000 Penalty: 4672.537598 Iteration 4Q: 3 clusters Score -2036478 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -2036853.875000 Penalty: 4672.537598 Iteration 5Q: 3 clusters Score -2036854 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -2037293.875000 Penalty: 4672.537598 Iteration 6F: 3 clusters Score -2037294 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -2037889.375000 Penalty: 4672.537598 Iteration 7F: 3 clusters Score -2037889 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -2038661.375000 Penalty: 4672.537598 Iteration 8F: 3 clusters Score -2038661 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -2039507.750000 Penalty: 4672.537598 Iteration 9F: 3 clusters Score -2039508 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -2040177.500000 Penalty: 4672.537598 Iteration 10F: 3 clusters Score -2040178 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -2040549.500000 Penalty: 4672.537598 Iteration 11Q: 3 clusters Score -2040550 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -2040729.625000 Penalty: 4672.537598 Iteration 12Q: 3 clusters Score -2040730 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -2040812.250000 Penalty: 4672.537598 Iteration 13Q: 3 clusters Score -2040812 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -2040850.500000 Penalty: 4672.537598 Iteration 14Q: 3 clusters Score -2040850 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -2040893.250000 Penalty: 4672.537598 Iteration 15Q: 3 clusters Score -2040893 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -2040906.250000 Penalty: 4672.537598 Iteration 16Q: 3 clusters Score -2040906 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -2040918.250000 Penalty: 4672.537598 Iteration 17Q: 3 clusters Score -2040918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -2040916.375000 Penalty: 4672.537598 Iteration 18Q: 3 clusters Score -2040916 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -2040916.625000 Penalty: 4672.537598 Iteration 19Q: 3 clusters Score -2040917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -2040918.125000 Penalty: 4672.537598 Iteration 20F: 3 clusters Score -2040918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -2040924.500000 Penalty: 4672.537598 Iteration 21Q: 3 clusters Score -2040924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -2040920.250000 Penalty: 4672.537598 Iteration 22Q: 3 clusters Score -2040920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -2040921.250000 Penalty: 4672.537598 Iteration 23Q: 3 clusters Score -2040921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -2040923.750000 Penalty: 4672.537598 Iteration 24Q: 3 clusters Score -2040924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -2040925.750000 Penalty: 4672.537598 Iteration 25Q: 3 clusters Score -2040926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -2040922.875000 Penalty: 4672.537598 Iteration 26Q: 3 clusters Score -2040923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -2040928.250000 Penalty: 4672.537598 Iteration 27Q: 3 clusters Score -2040928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -2040928.875000 Penalty: 4672.537598 Iteration 28Q: 3 clusters Score -2040929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -2040926.125000 Penalty: 4672.537598 Iteration 29Q: 3 clusters Score -2040926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -2040926.125000 Penalty: 4672.537598 Iteration 30F: 3 clusters Score -2040926 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (30155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30155 members Entering Unmasked Estep Score: -5004190.000000 Penalty: 2557.898193 Iteration 0F: 2 clusters Score -5004190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -4983631.000000 Penalty: 5115.796387 Iteration 0F: 3 clusters Score -4983631 nChanged 13624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -4990918.500000 Penalty: 5115.796387 Iteration 1F: 3 clusters Score -4990918 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 15509 members Entering Unmasked Estep Score: -4991330.000000 Penalty: 5115.796387 Iteration 2Q: 3 clusters Score -4991330 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 15841 members Entering Unmasked Estep Score: -4991736.500000 Penalty: 5115.796387 Iteration 3Q: 3 clusters Score -4991736 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -4992197.500000 Penalty: 5115.796387 Iteration 4Q: 3 clusters Score -4992198 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13194 members Mstep: Class 2 contains 16961 members Entering Unmasked Estep Score: -4992800.000000 Penalty: 5115.796387 Iteration 5Q: 3 clusters Score -4992800 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -4993586.000000 Penalty: 5115.796387 Iteration 6F: 3 clusters Score -4993586 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 18794 members Entering Unmasked Estep Score: -4994496.000000 Penalty: 5115.796387 Iteration 7F: 3 clusters Score -4994496 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -4995550.000000 Penalty: 5115.796387 Iteration 8F: 3 clusters Score -4995550 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 21071 members Entering Unmasked Estep Score: -4996494.000000 Penalty: 5115.796387 Iteration 9F: 3 clusters Score -4996494 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 22200 members Entering Unmasked Estep Score: -4997358.500000 Penalty: 5115.796387 Iteration 10Q: 3 clusters Score -4997358 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 23266 members Entering Unmasked Estep Score: -4998084.000000 Penalty: 5115.796387 Iteration 11Q: 3 clusters Score -4998084 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -4998787.500000 Penalty: 5115.796387 Iteration 12Q: 3 clusters Score -4998788 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -4999415.500000 Penalty: 5115.796387 Iteration 13Q: 3 clusters Score -4999416 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 25956 members Entering Unmasked Estep Score: -4999931.000000 Penalty: 5115.796387 Iteration 14Q: 3 clusters Score -4999931 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -5000357.000000 Penalty: 5115.796387 Iteration 15Q: 3 clusters Score -5000357 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 27161 members Entering Unmasked Estep Score: -5000686.500000 Penalty: 5115.796387 Iteration 16Q: 3 clusters Score -5000686 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 27626 members Entering Unmasked Estep Score: -5000958.500000 Penalty: 5115.796387 Iteration 17Q: 3 clusters Score -5000958 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 27987 members Entering Unmasked Estep Score: -5001154.500000 Penalty: 5115.796387 Iteration 18Q: 3 clusters Score -5001154 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 28297 members Entering Unmasked Estep Score: -5001305.000000 Penalty: 5115.796387 Iteration 19Q: 3 clusters Score -5001305 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 28544 members Entering Unmasked Estep Score: -5001443.000000 Penalty: 5115.796387 Iteration 20F: 3 clusters Score -5001443 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -5001552.000000 Penalty: 5115.796387 Iteration 21Q: 3 clusters Score -5001552 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 28912 members Entering Unmasked Estep Score: -5001650.500000 Penalty: 5115.796387 Iteration 22Q: 3 clusters Score -5001650 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 29046 members Entering Unmasked Estep Score: -5001724.500000 Penalty: 5115.796387 Iteration 23Q: 3 clusters Score -5001724 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 29156 members Entering Unmasked Estep Score: -5001780.500000 Penalty: 5115.796387 Iteration 24Q: 3 clusters Score -5001780 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 29236 members Entering Unmasked Estep Score: -5001829.500000 Penalty: 5115.796387 Iteration 25Q: 3 clusters Score -5001830 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 29312 members Entering Unmasked Estep Score: -5001865.000000 Penalty: 5115.796387 Iteration 26Q: 3 clusters Score -5001865 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -5001898.000000 Penalty: 5115.796387 Iteration 27Q: 3 clusters Score -5001898 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 29416 members Entering Unmasked Estep Score: -5001932.000000 Penalty: 5115.796387 Iteration 28Q: 3 clusters Score -5001932 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 29447 members Entering Unmasked Estep Score: -5001951.500000 Penalty: 5115.796387 Iteration 29Q: 3 clusters Score -5001952 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 29470 members Entering Unmasked Estep Score: -5001965.500000 Penalty: 5115.796387 Iteration 30Q: 3 clusters Score -5001966 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 29484 members Entering Unmasked Estep Score: -5001986.500000 Penalty: 5115.796387 Iteration 31Q: 3 clusters Score -5001986 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 29501 members Entering Unmasked Estep Score: -5001986.000000 Penalty: 5115.796387 Iteration 32Q: 3 clusters Score -5001986 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 29520 members Entering Unmasked Estep Score: -5001989.500000 Penalty: 5115.796387 Iteration 33Q: 3 clusters Score -5001990 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 29529 members Entering Unmasked Estep Score: -5001998.000000 Penalty: 5115.796387 Iteration 34Q: 3 clusters Score -5001998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 29536 members Entering Unmasked Estep Score: -5002000.500000 Penalty: 5115.796387 Iteration 35Q: 3 clusters Score -5002000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 29541 members Entering Unmasked Estep Score: -5002008.000000 Penalty: 5115.796387 Iteration 36Q: 3 clusters Score -5002008 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 29549 members Entering Unmasked Estep Score: -5002009.500000 Penalty: 5115.796387 Iteration 37Q: 3 clusters Score -5002010 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 29558 members Entering Unmasked Estep Score: -5002015.000000 Penalty: 5115.796387 Iteration 38Q: 3 clusters Score -5002015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 29563 members Entering Unmasked Estep Score: -5002017.500000 Penalty: 5115.796387 Iteration 39Q: 3 clusters Score -5002018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 29566 members Entering Unmasked Estep Score: -5002016.500000 Penalty: 5115.796387 Iteration 40F: 3 clusters Score -5002016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 29572 members Entering Unmasked Estep Score: -5002025.000000 Penalty: 5115.796387 Iteration 41Q: 3 clusters Score -5002025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 29575 members Entering Unmasked Estep Score: -5002024.500000 Penalty: 5115.796387 Iteration 42Q: 3 clusters Score -5002024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 29579 members Entering Unmasked Estep Score: -5002023.000000 Penalty: 5115.796387 Iteration 43Q: 3 clusters Score -5002023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 29580 members Entering Unmasked Estep Score: -5002028.500000 Penalty: 5115.796387 Iteration 44Q: 3 clusters Score -5002028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 29582 members Entering Unmasked Estep Score: -5002032.000000 Penalty: 5115.796387 Iteration 45Q: 3 clusters Score -5002032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 29586 members Entering Unmasked Estep Score: -5002039.000000 Penalty: 5115.796387 Iteration 46Q: 3 clusters Score -5002039 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 29590 members Entering Unmasked Estep Score: -5002042.000000 Penalty: 5115.796387 Iteration 47Q: 3 clusters Score -5002042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 29592 members Entering Unmasked Estep Score: -5002042.000000 Penalty: 5115.796387 Iteration 48Q: 3 clusters Score -5002042 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 29595 members Entering Unmasked Estep Score: -5002041.500000 Penalty: 5115.796387 Iteration 49Q: 3 clusters Score -5002042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 29597 members Entering Unmasked Estep Score: -5002042.500000 Penalty: 5115.796387 Iteration 50Q: 3 clusters Score -5002042 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 29601 members Entering Unmasked Estep Score: -5002044.000000 Penalty: 5115.796387 Iteration 51Q: 3 clusters Score -5002044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -5002051.500000 Penalty: 5115.796387 Iteration 52Q: 3 clusters Score -5002052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 29609 members Entering Unmasked Estep Score: -5002057.000000 Penalty: 5115.796387 Iteration 53Q: 3 clusters Score -5002057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 29614 members Entering Unmasked Estep Score: -5002047.500000 Penalty: 5115.796387 Iteration 54Q: 3 clusters Score -5002048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 29619 members Entering Unmasked Estep Score: -5002056.500000 Penalty: 5115.796387 Iteration 55Q: 3 clusters Score -5002056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 29622 members Entering Unmasked Estep Score: -5002059.500000 Penalty: 5115.796387 Iteration 56Q: 3 clusters Score -5002060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 29624 members Entering Unmasked Estep Score: -5002064.500000 Penalty: 5115.796387 Iteration 57Q: 3 clusters Score -5002064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 29625 members Entering Unmasked Estep Score: -5002067.000000 Penalty: 5115.796387 Iteration 58Q: 3 clusters Score -5002067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 29626 members Entering Unmasked Estep Score: -5002065.500000 Penalty: 5115.796387 Iteration 59Q: 3 clusters Score -5002066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 29627 members Entering Unmasked Estep Score: -5002063.500000 Penalty: 5115.796387 Iteration 60F: 3 clusters Score -5002064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 29630 members Entering Unmasked Estep Score: -5002066.500000 Penalty: 5115.796387 Iteration 61Q: 3 clusters Score -5002066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 29632 members Entering Unmasked Estep Score: -5002070.000000 Penalty: 5115.796387 Iteration 62Q: 3 clusters Score -5002070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 29633 members Entering Unmasked Estep Score: -5002074.500000 Penalty: 5115.796387 Iteration 63Q: 3 clusters Score -5002074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 29634 members Entering Unmasked Estep Score: -5002072.000000 Penalty: 5115.796387 Iteration 64Q: 3 clusters Score -5002072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 29635 members Entering Unmasked Estep Score: -5002071.000000 Penalty: 5115.796387 Iteration 65Q: 3 clusters Score -5002071 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 29635 members Entering Unmasked Estep Score: -5002071.000000 Penalty: 5115.796387 Iteration 66F: 3 clusters Score -5002071 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Entering Unmasked Estep Score: -72260.640625 Penalty: 1556.607544 Iteration 0F: 2 clusters Score -72260.64 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 267 members Entering Unmasked Estep Score: -70805.117188 Penalty: 3113.215088 Iteration 0F: 3 clusters Score -70805.12 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -71130.929688 Penalty: 3113.215088 Iteration 1F: 3 clusters Score -71130.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71257.156250 Penalty: 3113.215088 Iteration 2F: 3 clusters Score -71257.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -71302.875000 Penalty: 3113.215088 Iteration 3Q: 3 clusters Score -71302.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71357.156250 Penalty: 3113.215088 Iteration 4Q: 3 clusters Score -71357.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -71413.312500 Penalty: 3113.215088 Iteration 5Q: 3 clusters Score -71413.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -71454.281250 Penalty: 3113.215088 Iteration 6Q: 3 clusters Score -71454.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71478.039062 Penalty: 3113.215088 Iteration 7Q: 3 clusters Score -71478.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -71498.984375 Penalty: 3113.215088 Iteration 8Q: 3 clusters Score -71498.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -71517.273438 Penalty: 3113.215088 Iteration 9Q: 3 clusters Score -71517.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -71541.031250 Penalty: 3113.215088 Iteration 10Q: 3 clusters Score -71541.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71553.257812 Penalty: 3113.215088 Iteration 11Q: 3 clusters Score -71553.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -71576.937500 Penalty: 3113.215088 Iteration 12Q: 3 clusters Score -71576.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -71588.242188 Penalty: 3113.215088 Iteration 13Q: 3 clusters Score -71588.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71597.078125 Penalty: 3113.215088 Iteration 14Q: 3 clusters Score -71597.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71625.531250 Penalty: 3113.215088 Iteration 15Q: 3 clusters Score -71625.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -71632.695312 Penalty: 3113.215088 Iteration 16Q: 3 clusters Score -71632.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -71646.765625 Penalty: 3113.215088 Iteration 17Q: 3 clusters Score -71646.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71654.929688 Penalty: 3113.215088 Iteration 18Q: 3 clusters Score -71654.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -71660.585938 Penalty: 3113.215088 Iteration 19Q: 3 clusters Score -71660.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71666.734375 Penalty: 3113.215088 Iteration 20F: 3 clusters Score -71666.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71667.398438 Penalty: 3113.215088 Iteration 21Q: 3 clusters Score -71667.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -71667.398438 Penalty: 3113.215088 Iteration 22F: 3 clusters Score -71667.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Entering Unmasked Estep Score: -1075472.875000 Penalty: 2177.787598 Iteration 0F: 2 clusters Score -1075473 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1069980.625000 Penalty: 4355.575195 Iteration 0F: 3 clusters Score -1069981 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1071448.000000 Penalty: 4355.575195 Iteration 1F: 3 clusters Score -1071448 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1071698.500000 Penalty: 4355.575195 Iteration 2F: 3 clusters Score -1071698 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1071893.125000 Penalty: 4355.575195 Iteration 3F: 3 clusters Score -1071893 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1072045.125000 Penalty: 4355.575195 Iteration 4Q: 3 clusters Score -1072045 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1072184.000000 Penalty: 4355.575195 Iteration 5Q: 3 clusters Score -1072184 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1072305.875000 Penalty: 4355.575195 Iteration 6Q: 3 clusters Score -1072306 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1072448.750000 Penalty: 4355.575195 Iteration 7Q: 3 clusters Score -1072449 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1072650.625000 Penalty: 4355.575195 Iteration 8Q: 3 clusters Score -1072651 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1072983.375000 Penalty: 4355.575195 Iteration 9F: 3 clusters Score -1072983 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1073446.500000 Penalty: 4355.575195 Iteration 10F: 3 clusters Score -1073446 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1073827.500000 Penalty: 4355.575195 Iteration 11F: 3 clusters Score -1073828 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1074073.625000 Penalty: 4355.575195 Iteration 12F: 3 clusters Score -1074074 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1074213.500000 Penalty: 4355.575195 Iteration 13Q: 3 clusters Score -1074214 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1074320.250000 Penalty: 4355.575195 Iteration 14Q: 3 clusters Score -1074320 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1074384.625000 Penalty: 4355.575195 Iteration 15Q: 3 clusters Score -1074385 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1074425.375000 Penalty: 4355.575195 Iteration 16Q: 3 clusters Score -1074425 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1074458.500000 Penalty: 4355.575195 Iteration 17Q: 3 clusters Score -1074458 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1074481.000000 Penalty: 4355.575195 Iteration 18Q: 3 clusters Score -1074481 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1074493.375000 Penalty: 4355.575195 Iteration 19Q: 3 clusters Score -1074493 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1074505.875000 Penalty: 4355.575195 Iteration 20F: 3 clusters Score -1074506 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1074514.625000 Penalty: 4355.575195 Iteration 21Q: 3 clusters Score -1074515 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1074521.375000 Penalty: 4355.575195 Iteration 22Q: 3 clusters Score -1074521 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1074524.375000 Penalty: 4355.575195 Iteration 23Q: 3 clusters Score -1074524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1074527.500000 Penalty: 4355.575195 Iteration 24Q: 3 clusters Score -1074528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1074530.875000 Penalty: 4355.575195 Iteration 25Q: 3 clusters Score -1074531 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1074532.125000 Penalty: 4355.575195 Iteration 26Q: 3 clusters Score -1074532 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1074534.500000 Penalty: 4355.575195 Iteration 27Q: 3 clusters Score -1074534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1074536.250000 Penalty: 4355.575195 Iteration 28Q: 3 clusters Score -1074536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1074540.250000 Penalty: 4355.575195 Iteration 29Q: 3 clusters Score -1074540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1074538.125000 Penalty: 4355.575195 Iteration 30Q: 3 clusters Score -1074538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1074538.000000 Penalty: 4355.575195 Iteration 31Q: 3 clusters Score -1074538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1074538.000000 Penalty: 4355.575195 Iteration 32F: 3 clusters Score -1074538 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (41169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41169 members Entering Unmasked Estep Score: -6804593.500000 Penalty: 2635.109375 Iteration 0F: 2 clusters Score -6804594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20614 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -6776739.500000 Penalty: 5270.218750 Iteration 0F: 3 clusters Score -6776740 nChanged 18893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20819 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -6787016.500000 Penalty: 5270.218750 Iteration 1F: 3 clusters Score -6787016 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20849 members Mstep: Class 2 contains 20320 members Entering Unmasked Estep Score: -6787526.000000 Penalty: 5270.218750 Iteration 2Q: 3 clusters Score -6787526 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20883 members Mstep: Class 2 contains 20286 members Entering Unmasked Estep Score: -6787922.500000 Penalty: 5270.218750 Iteration 3Q: 3 clusters Score -6787922 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -6788265.500000 Penalty: 5270.218750 Iteration 4Q: 3 clusters Score -6788266 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 20095 members Entering Unmasked Estep Score: -6788571.000000 Penalty: 5270.218750 Iteration 5Q: 3 clusters Score -6788571 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 19878 members Entering Unmasked Estep Score: -6788830.000000 Penalty: 5270.218750 Iteration 6Q: 3 clusters Score -6788830 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21595 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -6789089.500000 Penalty: 5270.218750 Iteration 7Q: 3 clusters Score -6789090 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21973 members Mstep: Class 2 contains 19196 members Entering Unmasked Estep Score: -6789351.500000 Penalty: 5270.218750 Iteration 8Q: 3 clusters Score -6789352 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22518 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -6789695.500000 Penalty: 5270.218750 Iteration 9Q: 3 clusters Score -6789696 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23289 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -6790182.500000 Penalty: 5270.218750 Iteration 10Q: 3 clusters Score -6790182 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24259 members Mstep: Class 2 contains 16910 members Entering Unmasked Estep Score: -6790757.000000 Penalty: 5270.218750 Iteration 11Q: 3 clusters Score -6790757 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25417 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -6791636.500000 Penalty: 5270.218750 Iteration 12Q: 3 clusters Score -6791636 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26886 members Mstep: Class 2 contains 14283 members Entering Unmasked Estep Score: -6792724.000000 Penalty: 5270.218750 Iteration 13Q: 3 clusters Score -6792724 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -6794083.000000 Penalty: 5270.218750 Iteration 14F: 3 clusters Score -6794083 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30151 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -6795509.500000 Penalty: 5270.218750 Iteration 15F: 3 clusters Score -6795510 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31686 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -6796786.000000 Penalty: 5270.218750 Iteration 16Q: 3 clusters Score -6796786 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33043 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -6797831.000000 Penalty: 5270.218750 Iteration 17Q: 3 clusters Score -6797831 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34226 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -6798632.500000 Penalty: 5270.218750 Iteration 18Q: 3 clusters Score -6798632 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35266 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -6799339.500000 Penalty: 5270.218750 Iteration 19Q: 3 clusters Score -6799340 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36192 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -6799948.500000 Penalty: 5270.218750 Iteration 20F: 3 clusters Score -6799948 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36992 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -6800515.500000 Penalty: 5270.218750 Iteration 21Q: 3 clusters Score -6800516 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37651 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -6800991.000000 Penalty: 5270.218750 Iteration 22Q: 3 clusters Score -6800991 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38156 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -6801353.500000 Penalty: 5270.218750 Iteration 23Q: 3 clusters Score -6801354 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38552 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -6801579.000000 Penalty: 5270.218750 Iteration 24Q: 3 clusters Score -6801579 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38865 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -6801747.000000 Penalty: 5270.218750 Iteration 25Q: 3 clusters Score -6801747 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39102 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -6801865.500000 Penalty: 5270.218750 Iteration 26Q: 3 clusters Score -6801866 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39305 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -6801980.500000 Penalty: 5270.218750 Iteration 27Q: 3 clusters Score -6801980 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39488 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -6802049.000000 Penalty: 5270.218750 Iteration 28Q: 3 clusters Score -6802049 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39630 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -6802095.000000 Penalty: 5270.218750 Iteration 29Q: 3 clusters Score -6802095 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39749 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -6802155.500000 Penalty: 5270.218750 Iteration 30Q: 3 clusters Score -6802156 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39856 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -6802219.500000 Penalty: 5270.218750 Iteration 31Q: 3 clusters Score -6802220 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -6802274.000000 Penalty: 5270.218750 Iteration 32Q: 3 clusters Score -6802274 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40041 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -6802320.000000 Penalty: 5270.218750 Iteration 33Q: 3 clusters Score -6802320 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40114 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -6802385.500000 Penalty: 5270.218750 Iteration 34Q: 3 clusters Score -6802386 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40161 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -6802406.000000 Penalty: 5270.218750 Iteration 35Q: 3 clusters Score -6802406 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40202 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -6802418.000000 Penalty: 5270.218750 Iteration 36Q: 3 clusters Score -6802418 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40234 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -6802435.000000 Penalty: 5270.218750 Iteration 37Q: 3 clusters Score -6802435 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40261 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -6802451.000000 Penalty: 5270.218750 Iteration 38Q: 3 clusters Score -6802451 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40292 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -6802471.000000 Penalty: 5270.218750 Iteration 39Q: 3 clusters Score -6802471 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40317 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -6802478.000000 Penalty: 5270.218750 Iteration 40F: 3 clusters Score -6802478 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40338 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6802480.500000 Penalty: 5270.218750 Iteration 41Q: 3 clusters Score -6802480 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -6802491.500000 Penalty: 5270.218750 Iteration 42Q: 3 clusters Score -6802492 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40377 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -6802497.000000 Penalty: 5270.218750 Iteration 43Q: 3 clusters Score -6802497 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40392 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -6802495.000000 Penalty: 5270.218750 Iteration 44Q: 3 clusters Score -6802495 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40403 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -6802508.000000 Penalty: 5270.218750 Iteration 45Q: 3 clusters Score -6802508 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40412 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -6802513.000000 Penalty: 5270.218750 Iteration 46Q: 3 clusters Score -6802513 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40423 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -6802519.500000 Penalty: 5270.218750 Iteration 47Q: 3 clusters Score -6802520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40434 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -6802529.500000 Penalty: 5270.218750 Iteration 48Q: 3 clusters Score -6802530 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40446 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -6802526.500000 Penalty: 5270.218750 Iteration 49Q: 3 clusters Score -6802526 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40454 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -6802539.000000 Penalty: 5270.218750 Iteration 50Q: 3 clusters Score -6802539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40458 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -6802543.000000 Penalty: 5270.218750 Iteration 51Q: 3 clusters Score -6802543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40462 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -6802547.500000 Penalty: 5270.218750 Iteration 52Q: 3 clusters Score -6802548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40466 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -6802547.000000 Penalty: 5270.218750 Iteration 53Q: 3 clusters Score -6802547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40467 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -6802541.500000 Penalty: 5270.218750 Iteration 54Q: 3 clusters Score -6802542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40468 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -6802545.500000 Penalty: 5270.218750 Iteration 55Q: 3 clusters Score -6802546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40471 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -6802543.000000 Penalty: 5270.218750 Iteration 56Q: 3 clusters Score -6802543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40473 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -6802549.500000 Penalty: 5270.218750 Iteration 57Q: 3 clusters Score -6802550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40475 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -6802543.500000 Penalty: 5270.218750 Iteration 58Q: 3 clusters Score -6802544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40477 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -6802543.000000 Penalty: 5270.218750 Iteration 59Q: 3 clusters Score -6802543 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40478 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -6802541.000000 Penalty: 5270.218750 Iteration 60F: 3 clusters Score -6802541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40481 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -6802545.000000 Penalty: 5270.218750 Iteration 61Q: 3 clusters Score -6802545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40484 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -6802549.000000 Penalty: 5270.218750 Iteration 62Q: 3 clusters Score -6802549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40487 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -6802546.000000 Penalty: 5270.218750 Iteration 63Q: 3 clusters Score -6802546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40491 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -6802552.500000 Penalty: 5270.218750 Iteration 64Q: 3 clusters Score -6802552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40495 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -6802553.000000 Penalty: 5270.218750 Iteration 65Q: 3 clusters Score -6802553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40498 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -6802551.000000 Penalty: 5270.218750 Iteration 66Q: 3 clusters Score -6802551 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40498 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -6802551.000000 Penalty: 5270.218750 Iteration 67F: 3 clusters Score -6802551 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23627 members Entering Unmasked Estep Score: -4016298.750000 Penalty: 2497.395996 Iteration 0F: 2 clusters Score -4016299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -3999922.000000 Penalty: 4994.791992 Iteration 0F: 3 clusters Score -3999922 nChanged 10477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Mstep: Class 2 contains 11460 members Entering Unmasked Estep Score: -4005531.250000 Penalty: 4994.791992 Iteration 1F: 3 clusters Score -4005531 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -4005911.250000 Penalty: 4994.791992 Iteration 2Q: 3 clusters Score -4005911 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -4006181.250000 Penalty: 4994.791992 Iteration 3Q: 3 clusters Score -4006181 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -4006485.500000 Penalty: 4994.791992 Iteration 4Q: 3 clusters Score -4006486 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -4006764.750000 Penalty: 4994.791992 Iteration 5Q: 3 clusters Score -4006765 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -4007082.750000 Penalty: 4994.791992 Iteration 6Q: 3 clusters Score -4007083 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 9095 members Entering Unmasked Estep Score: -4007444.500000 Penalty: 4994.791992 Iteration 7Q: 3 clusters Score -4007444 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -4007883.000000 Penalty: 4994.791992 Iteration 8Q: 3 clusters Score -4007883 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -4008477.000000 Penalty: 4994.791992 Iteration 9Q: 3 clusters Score -4008477 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -4009280.750000 Penalty: 4994.791992 Iteration 10F: 3 clusters Score -4009281 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18881 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -4010257.500000 Penalty: 4994.791992 Iteration 11F: 3 clusters Score -4010258 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -4011378.500000 Penalty: 4994.791992 Iteration 12F: 3 clusters Score -4011378 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -4012366.250000 Penalty: 4994.791992 Iteration 13Q: 3 clusters Score -4012366 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22273 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -4013122.000000 Penalty: 4994.791992 Iteration 14Q: 3 clusters Score -4013122 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22772 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4013569.500000 Penalty: 4994.791992 Iteration 15Q: 3 clusters Score -4013570 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -4013827.000000 Penalty: 4994.791992 Iteration 16Q: 3 clusters Score -4013827 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23161 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -4013954.000000 Penalty: 4994.791992 Iteration 17Q: 3 clusters Score -4013954 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -4014029.000000 Penalty: 4994.791992 Iteration 18Q: 3 clusters Score -4014029 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23254 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -4014074.750000 Penalty: 4994.791992 Iteration 19Q: 3 clusters Score -4014075 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23281 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -4014106.750000 Penalty: 4994.791992 Iteration 20F: 3 clusters Score -4014107 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23293 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -4014127.750000 Penalty: 4994.791992 Iteration 21Q: 3 clusters Score -4014128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23302 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -4014146.000000 Penalty: 4994.791992 Iteration 22Q: 3 clusters Score -4014146 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23314 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -4014153.000000 Penalty: 4994.791992 Iteration 23Q: 3 clusters Score -4014153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23317 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -4014160.500000 Penalty: 4994.791992 Iteration 24Q: 3 clusters Score -4014160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -4014159.750000 Penalty: 4994.791992 Iteration 25Q: 3 clusters Score -4014160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -4014157.500000 Penalty: 4994.791992 Iteration 26Q: 3 clusters Score -4014158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -4014160.250000 Penalty: 4994.791992 Iteration 27Q: 3 clusters Score -4014160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23322 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -4014162.750000 Penalty: 4994.791992 Iteration 28Q: 3 clusters Score -4014163 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -4014166.000000 Penalty: 4994.791992 Iteration 29Q: 3 clusters Score -4014166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23325 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -4014169.250000 Penalty: 4994.791992 Iteration 30Q: 3 clusters Score -4014169 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23326 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -4014170.500000 Penalty: 4994.791992 Iteration 31Q: 3 clusters Score -4014170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23326 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -4014170.000000 Penalty: 4994.791992 Iteration 32Q: 3 clusters Score -4014170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23328 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -4014172.500000 Penalty: 4994.791992 Iteration 33Q: 3 clusters Score -4014172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23329 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -4014172.750000 Penalty: 4994.791992 Iteration 34Q: 3 clusters Score -4014173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23329 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -4014172.750000 Penalty: 4994.791992 Iteration 35F: 3 clusters Score -4014173 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Entering Unmasked Estep Score: -680758.187500 Penalty: 2046.542114 Iteration 0F: 2 clusters Score -680758.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -676941.562500 Penalty: 4093.084229 Iteration 0F: 3 clusters Score -676941.6 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -677726.500000 Penalty: 4093.084229 Iteration 1F: 3 clusters Score -677726.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -677880.500000 Penalty: 4093.084229 Iteration 2F: 3 clusters Score -677880.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -677971.062500 Penalty: 4093.084229 Iteration 3Q: 3 clusters Score -677971.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -678020.312500 Penalty: 4093.084229 Iteration 4Q: 3 clusters Score -678020.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -678057.750000 Penalty: 4093.084229 Iteration 5Q: 3 clusters Score -678057.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -678086.875000 Penalty: 4093.084229 Iteration 6Q: 3 clusters Score -678086.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -678109.937500 Penalty: 4093.084229 Iteration 7Q: 3 clusters Score -678109.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -678126.250000 Penalty: 4093.084229 Iteration 8Q: 3 clusters Score -678126.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -678143.687500 Penalty: 4093.084229 Iteration 9Q: 3 clusters Score -678143.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -678158.937500 Penalty: 4093.084229 Iteration 10Q: 3 clusters Score -678158.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -678169.437500 Penalty: 4093.084229 Iteration 11Q: 3 clusters Score -678169.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -678178.437500 Penalty: 4093.084229 Iteration 12Q: 3 clusters Score -678178.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -678186.687500 Penalty: 4093.084229 Iteration 13Q: 3 clusters Score -678186.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -678190.125000 Penalty: 4093.084229 Iteration 14Q: 3 clusters Score -678190.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -678195.125000 Penalty: 4093.084229 Iteration 15Q: 3 clusters Score -678195.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -678200.437500 Penalty: 4093.084229 Iteration 16Q: 3 clusters Score -678200.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -678207.000000 Penalty: 4093.084229 Iteration 17Q: 3 clusters Score -678207 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -678209.187500 Penalty: 4093.084229 Iteration 18Q: 3 clusters Score -678209.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -678212.562500 Penalty: 4093.084229 Iteration 19Q: 3 clusters Score -678212.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -678214.375000 Penalty: 4093.084229 Iteration 20F: 3 clusters Score -678214.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -678217.875000 Penalty: 4093.084229 Iteration 21Q: 3 clusters Score -678217.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -678222.562500 Penalty: 4093.084229 Iteration 22Q: 3 clusters Score -678222.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -678225.000000 Penalty: 4093.084229 Iteration 23Q: 3 clusters Score -678225 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -678228.562500 Penalty: 4093.084229 Iteration 24Q: 3 clusters Score -678228.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -678232.875000 Penalty: 4093.084229 Iteration 25Q: 3 clusters Score -678232.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -678237.375000 Penalty: 4093.084229 Iteration 26Q: 3 clusters Score -678237.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -678238.625000 Penalty: 4093.084229 Iteration 27Q: 3 clusters Score -678238.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -678239.687500 Penalty: 4093.084229 Iteration 28Q: 3 clusters Score -678239.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -678241.625000 Penalty: 4093.084229 Iteration 29Q: 3 clusters Score -678241.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -678243.250000 Penalty: 4093.084229 Iteration 30Q: 3 clusters Score -678243.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -678245.000000 Penalty: 4093.084229 Iteration 31Q: 3 clusters Score -678245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -678248.062500 Penalty: 4093.084229 Iteration 32Q: 3 clusters Score -678248.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -678250.312500 Penalty: 4093.084229 Iteration 33Q: 3 clusters Score -678250.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -678254.312500 Penalty: 4093.084229 Iteration 34Q: 3 clusters Score -678254.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -678256.000000 Penalty: 4093.084229 Iteration 35Q: 3 clusters Score -678256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -678257.000000 Penalty: 4093.084229 Iteration 36Q: 3 clusters Score -678257 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -678258.187500 Penalty: 4093.084229 Iteration 37Q: 3 clusters Score -678258.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -678262.062500 Penalty: 4093.084229 Iteration 38Q: 3 clusters Score -678262.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -678263.687500 Penalty: 4093.084229 Iteration 39Q: 3 clusters Score -678263.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -678265.937500 Penalty: 4093.084229 Iteration 40F: 3 clusters Score -678265.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -678268.500000 Penalty: 4093.084229 Iteration 41Q: 3 clusters Score -678268.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -678269.250000 Penalty: 4093.084229 Iteration 42Q: 3 clusters Score -678269.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -678269.437500 Penalty: 4093.084229 Iteration 43Q: 3 clusters Score -678269.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -678270.375000 Penalty: 4093.084229 Iteration 44Q: 3 clusters Score -678270.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -678270.875000 Penalty: 4093.084229 Iteration 45Q: 3 clusters Score -678270.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -678271.500000 Penalty: 4093.084229 Iteration 46Q: 3 clusters Score -678271.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -678271.500000 Penalty: 4093.084229 Iteration 47F: 3 clusters Score -678271.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -15771.094727 Penalty: 1225.527344 Iteration 0F: 2 clusters Score -15771.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -14973.261719 Penalty: 2451.054688 Iteration 0F: 3 clusters Score -14973.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -15050.151367 Penalty: 2451.054688 Iteration 1F: 3 clusters Score -15050.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Entering Unmasked Estep Score: -148577.718750 Penalty: 1707.606323 Iteration 0F: 2 clusters Score -148577.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -146657.015625 Penalty: 3415.212646 Iteration 0F: 3 clusters Score -146657 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -147005.265625 Penalty: 3415.212646 Iteration 1F: 3 clusters Score -147005.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -147272.015625 Penalty: 3415.212646 Iteration 2F: 3 clusters Score -147272 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -147520.796875 Penalty: 3415.212646 Iteration 3F: 3 clusters Score -147520.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -147753.500000 Penalty: 3415.212646 Iteration 4F: 3 clusters Score -147753.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -147934.203125 Penalty: 3415.212646 Iteration 5F: 3 clusters Score -147934.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -148177.734375 Penalty: 3415.212646 Iteration 6Q: 3 clusters Score -148177.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -148425.437500 Penalty: 3415.212646 Iteration 7Q: 3 clusters Score -148425.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -148576.359375 Penalty: 3415.212646 Iteration 8Q: 3 clusters Score -148576.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -148674.156250 Penalty: 3415.212646 Iteration 9Q: 3 clusters Score -148674.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -148707.968750 Penalty: 3415.212646 Iteration 10Q: 3 clusters Score -148708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -148718.109375 Penalty: 3415.212646 Iteration 11Q: 3 clusters Score -148718.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -148730.140625 Penalty: 3415.212646 Iteration 12Q: 3 clusters Score -148730.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -148739.000000 Penalty: 3415.212646 Iteration 13Q: 3 clusters Score -148739 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -148772.937500 Penalty: 3415.212646 Iteration 14Q: 3 clusters Score -148772.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -148816.968750 Penalty: 3415.212646 Iteration 15Q: 3 clusters Score -148817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -148836.312500 Penalty: 3415.212646 Iteration 16Q: 3 clusters Score -148836.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -148847.234375 Penalty: 3415.212646 Iteration 17Q: 3 clusters Score -148847.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -148852.968750 Penalty: 3415.212646 Iteration 18Q: 3 clusters Score -148853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -148855.953125 Penalty: 3415.212646 Iteration 19Q: 3 clusters Score -148856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -148860.234375 Penalty: 3415.212646 Iteration 20F: 3 clusters Score -148860.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -148865.171875 Penalty: 3415.212646 Iteration 21Q: 3 clusters Score -148865.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -148869.984375 Penalty: 3415.212646 Iteration 22Q: 3 clusters Score -148870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -148872.031250 Penalty: 3415.212646 Iteration 23Q: 3 clusters Score -148872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -148874.531250 Penalty: 3415.212646 Iteration 24Q: 3 clusters Score -148874.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -148877.625000 Penalty: 3415.212646 Iteration 25Q: 3 clusters Score -148877.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -148879.000000 Penalty: 3415.212646 Iteration 26Q: 3 clusters Score -148879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -148883.000000 Penalty: 3415.212646 Iteration 27Q: 3 clusters Score -148883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -148884.453125 Penalty: 3415.212646 Iteration 28Q: 3 clusters Score -148884.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -148895.171875 Penalty: 3415.212646 Iteration 29Q: 3 clusters Score -148895.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -148934.375000 Penalty: 3415.212646 Iteration 30Q: 3 clusters Score -148934.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -148977.265625 Penalty: 3415.212646 Iteration 31Q: 3 clusters Score -148977.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -149007.093750 Penalty: 3415.212646 Iteration 32Q: 3 clusters Score -149007.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -149044.843750 Penalty: 3415.212646 Iteration 33Q: 3 clusters Score -149044.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -149047.937500 Penalty: 3415.212646 Iteration 34Q: 3 clusters Score -149047.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -149049.968750 Penalty: 3415.212646 Iteration 35Q: 3 clusters Score -149050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149052.421875 Penalty: 3415.212646 Iteration 36Q: 3 clusters Score -149052.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149055.046875 Penalty: 3415.212646 Iteration 37Q: 3 clusters Score -149055 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149055.046875 Penalty: 3415.212646 Iteration 38F: 3 clusters Score -149055 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23685 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 17 contains 572 members Mstep: Class 18 contains 23627 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 406 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 238 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep Score: -106708536.000000 Penalty: 106312.351562 Splitting cluster 21 changes total score from -106709800.000000 to -106708536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (37615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37615 members Entering Unmasked Estep Score: -5914901.000000 Penalty: 2612.719238 Iteration 0F: 2 clusters Score -5914901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18935 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -5889395.500000 Penalty: 5225.438477 Iteration 0F: 3 clusters Score -5889396 nChanged 17155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -5899494.000000 Penalty: 5225.438477 Iteration 1F: 3 clusters Score -5899494 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20377 members Mstep: Class 2 contains 17238 members Entering Unmasked Estep Score: -5900706.000000 Penalty: 5225.438477 Iteration 2F: 3 clusters Score -5900706 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20873 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -5902041.500000 Penalty: 5225.438477 Iteration 3F: 3 clusters Score -5902042 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21345 members Mstep: Class 2 contains 16270 members Entering Unmasked Estep Score: -5903335.500000 Penalty: 5225.438477 Iteration 4F: 3 clusters Score -5903336 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 15803 members Entering Unmasked Estep Score: -5904408.000000 Penalty: 5225.438477 Iteration 5F: 3 clusters Score -5904408 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22235 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -5905237.000000 Penalty: 5225.438477 Iteration 6F: 3 clusters Score -5905237 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22759 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -5905924.000000 Penalty: 5225.438477 Iteration 7Q: 3 clusters Score -5905924 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23397 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -5906535.500000 Penalty: 5225.438477 Iteration 8Q: 3 clusters Score -5906536 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24080 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -5907086.000000 Penalty: 5225.438477 Iteration 9Q: 3 clusters Score -5907086 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24843 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -5907657.000000 Penalty: 5225.438477 Iteration 10Q: 3 clusters Score -5907657 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25660 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -5908216.500000 Penalty: 5225.438477 Iteration 11Q: 3 clusters Score -5908216 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -5908760.500000 Penalty: 5225.438477 Iteration 12Q: 3 clusters Score -5908760 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27313 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -5909262.500000 Penalty: 5225.438477 Iteration 13Q: 3 clusters Score -5909262 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -5909671.500000 Penalty: 5225.438477 Iteration 14Q: 3 clusters Score -5909672 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28677 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -5910020.500000 Penalty: 5225.438477 Iteration 15Q: 3 clusters Score -5910020 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29334 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -5910309.000000 Penalty: 5225.438477 Iteration 16Q: 3 clusters Score -5910309 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29939 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -5910574.500000 Penalty: 5225.438477 Iteration 17Q: 3 clusters Score -5910574 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30472 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -5910822.000000 Penalty: 5225.438477 Iteration 18Q: 3 clusters Score -5910822 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30964 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -5911006.000000 Penalty: 5225.438477 Iteration 19Q: 3 clusters Score -5911006 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31449 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -5911230.000000 Penalty: 5225.438477 Iteration 20F: 3 clusters Score -5911230 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31882 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -5911428.000000 Penalty: 5225.438477 Iteration 21Q: 3 clusters Score -5911428 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -5911585.000000 Penalty: 5225.438477 Iteration 22Q: 3 clusters Score -5911585 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32653 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -5911746.000000 Penalty: 5225.438477 Iteration 23Q: 3 clusters Score -5911746 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32998 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -5911862.000000 Penalty: 5225.438477 Iteration 24Q: 3 clusters Score -5911862 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33317 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -5911988.500000 Penalty: 5225.438477 Iteration 25Q: 3 clusters Score -5911988 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33623 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -5912136.500000 Penalty: 5225.438477 Iteration 26Q: 3 clusters Score -5912136 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33905 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -5912251.500000 Penalty: 5225.438477 Iteration 27Q: 3 clusters Score -5912252 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34124 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -5912319.500000 Penalty: 5225.438477 Iteration 28Q: 3 clusters Score -5912320 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34332 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -5912376.500000 Penalty: 5225.438477 Iteration 29Q: 3 clusters Score -5912376 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34534 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -5912449.500000 Penalty: 5225.438477 Iteration 30Q: 3 clusters Score -5912450 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34716 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -5912515.500000 Penalty: 5225.438477 Iteration 31Q: 3 clusters Score -5912516 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -5912604.500000 Penalty: 5225.438477 Iteration 32Q: 3 clusters Score -5912604 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -5912655.500000 Penalty: 5225.438477 Iteration 33Q: 3 clusters Score -5912656 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35166 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -5912681.500000 Penalty: 5225.438477 Iteration 34Q: 3 clusters Score -5912682 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35267 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -5912712.000000 Penalty: 5225.438477 Iteration 35Q: 3 clusters Score -5912712 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35361 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -5912736.000000 Penalty: 5225.438477 Iteration 36Q: 3 clusters Score -5912736 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35436 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -5912772.000000 Penalty: 5225.438477 Iteration 37Q: 3 clusters Score -5912772 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35491 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -5912794.000000 Penalty: 5225.438477 Iteration 38Q: 3 clusters Score -5912794 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35533 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -5912806.000000 Penalty: 5225.438477 Iteration 39Q: 3 clusters Score -5912806 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35582 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -5912815.000000 Penalty: 5225.438477 Iteration 40F: 3 clusters Score -5912815 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35631 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -5912827.000000 Penalty: 5225.438477 Iteration 41Q: 3 clusters Score -5912827 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35685 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -5912848.000000 Penalty: 5225.438477 Iteration 42Q: 3 clusters Score -5912848 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35738 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -5912866.000000 Penalty: 5225.438477 Iteration 43Q: 3 clusters Score -5912866 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35783 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -5912879.500000 Penalty: 5225.438477 Iteration 44Q: 3 clusters Score -5912880 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35833 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -5912907.000000 Penalty: 5225.438477 Iteration 45Q: 3 clusters Score -5912907 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35878 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -5912915.000000 Penalty: 5225.438477 Iteration 46Q: 3 clusters Score -5912915 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35914 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -5912926.000000 Penalty: 5225.438477 Iteration 47Q: 3 clusters Score -5912926 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35951 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -5912941.500000 Penalty: 5225.438477 Iteration 48Q: 3 clusters Score -5912942 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35988 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -5912969.000000 Penalty: 5225.438477 Iteration 49Q: 3 clusters Score -5912969 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36017 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -5912956.000000 Penalty: 5225.438477 Iteration 50Q: 3 clusters Score -5912956 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36046 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -5912971.500000 Penalty: 5225.438477 Iteration 51Q: 3 clusters Score -5912972 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36070 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -5912974.500000 Penalty: 5225.438477 Iteration 52Q: 3 clusters Score -5912974 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36094 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -5912983.500000 Penalty: 5225.438477 Iteration 53Q: 3 clusters Score -5912984 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36123 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -5912988.000000 Penalty: 5225.438477 Iteration 54Q: 3 clusters Score -5912988 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36140 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -5912999.000000 Penalty: 5225.438477 Iteration 55Q: 3 clusters Score -5912999 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36155 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -5913002.000000 Penalty: 5225.438477 Iteration 56Q: 3 clusters Score -5913002 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36170 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -5913007.000000 Penalty: 5225.438477 Iteration 57Q: 3 clusters Score -5913007 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36187 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -5913012.500000 Penalty: 5225.438477 Iteration 58Q: 3 clusters Score -5913012 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36204 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -5913013.000000 Penalty: 5225.438477 Iteration 59Q: 3 clusters Score -5913013 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -5913020.500000 Penalty: 5225.438477 Iteration 60F: 3 clusters Score -5913020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36229 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -5913030.000000 Penalty: 5225.438477 Iteration 61Q: 3 clusters Score -5913030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36238 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -5913035.500000 Penalty: 5225.438477 Iteration 62Q: 3 clusters Score -5913036 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36247 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -5913042.500000 Penalty: 5225.438477 Iteration 63Q: 3 clusters Score -5913042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36255 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -5913039.500000 Penalty: 5225.438477 Iteration 64Q: 3 clusters Score -5913040 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36266 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -5913046.500000 Penalty: 5225.438477 Iteration 65Q: 3 clusters Score -5913046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36270 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -5913050.500000 Penalty: 5225.438477 Iteration 66Q: 3 clusters Score -5913050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36270 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -5913053.500000 Penalty: 5225.438477 Iteration 67Q: 3 clusters Score -5913054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36272 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -5913048.500000 Penalty: 5225.438477 Iteration 68Q: 3 clusters Score -5913048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36273 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -5913047.000000 Penalty: 5225.438477 Iteration 69Q: 3 clusters Score -5913047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36275 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -5913051.500000 Penalty: 5225.438477 Iteration 70Q: 3 clusters Score -5913052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36278 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -5913052.500000 Penalty: 5225.438477 Iteration 71Q: 3 clusters Score -5913052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36280 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -5913048.500000 Penalty: 5225.438477 Iteration 72Q: 3 clusters Score -5913048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36281 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -5913048.500000 Penalty: 5225.438477 Iteration 73Q: 3 clusters Score -5913048 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36281 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -5913048.500000 Penalty: 5225.438477 Iteration 74F: 3 clusters Score -5913048 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (74050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74050 members Entering Unmasked Estep Score: -11762726.000000 Penalty: 2780.698975 Iteration 0F: 2 clusters Score -1.176273e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37109 members Mstep: Class 2 contains 36941 members Entering Unmasked Estep Score: -11713556.000000 Penalty: 5561.397949 Iteration 0F: 3 clusters Score -1.171356e+07 nChanged 34723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37836 members Mstep: Class 2 contains 36214 members Entering Unmasked Estep Score: -11732719.000000 Penalty: 5561.397949 Iteration 1F: 3 clusters Score -1.173272e+07 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37993 members Mstep: Class 2 contains 36057 members Entering Unmasked Estep Score: -11733786.000000 Penalty: 5561.397949 Iteration 2Q: 3 clusters Score -1.173379e+07 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38119 members Mstep: Class 2 contains 35931 members Entering Unmasked Estep Score: -11735199.000000 Penalty: 5561.397949 Iteration 3Q: 3 clusters Score -1.17352e+07 nChanged 3599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38192 members Mstep: Class 2 contains 35858 members Entering Unmasked Estep Score: -11736749.000000 Penalty: 5561.397949 Iteration 4Q: 3 clusters Score -1.173675e+07 nChanged 3820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38146 members Mstep: Class 2 contains 35904 members Entering Unmasked Estep Score: -11738490.000000 Penalty: 5561.397949 Iteration 5F: 3 clusters Score -1.173849e+07 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37960 members Mstep: Class 2 contains 36090 members Entering Unmasked Estep Score: -11740472.000000 Penalty: 5561.397949 Iteration 6F: 3 clusters Score -1.174047e+07 nChanged 4079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37545 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -11742504.000000 Penalty: 5561.397949 Iteration 7F: 3 clusters Score -1.17425e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37022 members Mstep: Class 2 contains 37028 members Entering Unmasked Estep Score: -11744956.000000 Penalty: 5561.397949 Iteration 8F: 3 clusters Score -1.174496e+07 nChanged 3942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36452 members Mstep: Class 2 contains 37598 members Entering Unmasked Estep Score: -11747249.000000 Penalty: 5561.397949 Iteration 9F: 3 clusters Score -1.174725e+07 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35885 members Mstep: Class 2 contains 38165 members Entering Unmasked Estep Score: -11749141.000000 Penalty: 5561.397949 Iteration 10Q: 3 clusters Score -1.174914e+07 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35398 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -11750469.000000 Penalty: 5561.397949 Iteration 11Q: 3 clusters Score -1.175047e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34972 members Mstep: Class 2 contains 39078 members Entering Unmasked Estep Score: -11751216.000000 Penalty: 5561.397949 Iteration 12Q: 3 clusters Score -1.175122e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34533 members Mstep: Class 2 contains 39517 members Entering Unmasked Estep Score: -11751695.000000 Penalty: 5561.397949 Iteration 13Q: 3 clusters Score -1.17517e+07 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34095 members Mstep: Class 2 contains 39955 members Entering Unmasked Estep Score: -11751933.000000 Penalty: 5561.397949 Iteration 14Q: 3 clusters Score -1.175193e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33633 members Mstep: Class 2 contains 40417 members Entering Unmasked Estep Score: -11752076.000000 Penalty: 5561.397949 Iteration 15Q: 3 clusters Score -1.175208e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33217 members Mstep: Class 2 contains 40833 members Entering Unmasked Estep Score: -11752218.000000 Penalty: 5561.397949 Iteration 16Q: 3 clusters Score -1.175222e+07 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32841 members Mstep: Class 2 contains 41209 members Entering Unmasked Estep Score: -11752360.000000 Penalty: 5561.397949 Iteration 17Q: 3 clusters Score -1.175236e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32414 members Mstep: Class 2 contains 41636 members Entering Unmasked Estep Score: -11752433.000000 Penalty: 5561.397949 Iteration 18Q: 3 clusters Score -1.175243e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31964 members Mstep: Class 2 contains 42086 members Entering Unmasked Estep Score: -11752580.000000 Penalty: 5561.397949 Iteration 19Q: 3 clusters Score -1.175258e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31527 members Mstep: Class 2 contains 42523 members Entering Unmasked Estep Score: -11752666.000000 Penalty: 5561.397949 Iteration 20F: 3 clusters Score -1.175267e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31107 members Mstep: Class 2 contains 42943 members Entering Unmasked Estep Score: -11752756.000000 Penalty: 5561.397949 Iteration 21Q: 3 clusters Score -1.175276e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30670 members Mstep: Class 2 contains 43380 members Entering Unmasked Estep Score: -11752889.000000 Penalty: 5561.397949 Iteration 22Q: 3 clusters Score -1.175289e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30260 members Mstep: Class 2 contains 43790 members Entering Unmasked Estep Score: -11752991.000000 Penalty: 5561.397949 Iteration 23Q: 3 clusters Score -1.175299e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29870 members Mstep: Class 2 contains 44180 members Entering Unmasked Estep Score: -11753037.000000 Penalty: 5561.397949 Iteration 24Q: 3 clusters Score -1.175304e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29495 members Mstep: Class 2 contains 44555 members Entering Unmasked Estep Score: -11753087.000000 Penalty: 5561.397949 Iteration 25Q: 3 clusters Score -1.175309e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29112 members Mstep: Class 2 contains 44938 members Entering Unmasked Estep Score: -11753177.000000 Penalty: 5561.397949 Iteration 26Q: 3 clusters Score -1.175318e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28688 members Mstep: Class 2 contains 45362 members Entering Unmasked Estep Score: -11753232.000000 Penalty: 5561.397949 Iteration 27Q: 3 clusters Score -1.175323e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28218 members Mstep: Class 2 contains 45832 members Entering Unmasked Estep Score: -11753309.000000 Penalty: 5561.397949 Iteration 28Q: 3 clusters Score -1.175331e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27738 members Mstep: Class 2 contains 46312 members Entering Unmasked Estep Score: -11753379.000000 Penalty: 5561.397949 Iteration 29Q: 3 clusters Score -1.175338e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27228 members Mstep: Class 2 contains 46822 members Entering Unmasked Estep Score: -11753462.000000 Penalty: 5561.397949 Iteration 30Q: 3 clusters Score -1.175346e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26703 members Mstep: Class 2 contains 47347 members Entering Unmasked Estep Score: -11753540.000000 Penalty: 5561.397949 Iteration 31Q: 3 clusters Score -1.175354e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26143 members Mstep: Class 2 contains 47907 members Entering Unmasked Estep Score: -11753629.000000 Penalty: 5561.397949 Iteration 32Q: 3 clusters Score -1.175363e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25574 members Mstep: Class 2 contains 48476 members Entering Unmasked Estep Score: -11753685.000000 Penalty: 5561.397949 Iteration 33Q: 3 clusters Score -1.175368e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24947 members Mstep: Class 2 contains 49103 members Entering Unmasked Estep Score: -11753789.000000 Penalty: 5561.397949 Iteration 34Q: 3 clusters Score -1.175379e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24248 members Mstep: Class 2 contains 49802 members Entering Unmasked Estep Score: -11753921.000000 Penalty: 5561.397949 Iteration 35Q: 3 clusters Score -1.175392e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23522 members Mstep: Class 2 contains 50528 members Entering Unmasked Estep Score: -11754084.000000 Penalty: 5561.397949 Iteration 36Q: 3 clusters Score -1.175408e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22737 members Mstep: Class 2 contains 51313 members Entering Unmasked Estep Score: -11754268.000000 Penalty: 5561.397949 Iteration 37Q: 3 clusters Score -1.175427e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 52159 members Entering Unmasked Estep Score: -11754433.000000 Penalty: 5561.397949 Iteration 38Q: 3 clusters Score -1.175443e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20995 members Mstep: Class 2 contains 53055 members Entering Unmasked Estep Score: -11754600.000000 Penalty: 5561.397949 Iteration 39Q: 3 clusters Score -1.17546e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20053 members Mstep: Class 2 contains 53997 members Entering Unmasked Estep Score: -11754830.000000 Penalty: 5561.397949 Iteration 40F: 3 clusters Score -1.175483e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19064 members Mstep: Class 2 contains 54986 members Entering Unmasked Estep Score: -11755079.000000 Penalty: 5561.397949 Iteration 41Q: 3 clusters Score -1.175508e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18068 members Mstep: Class 2 contains 55982 members Entering Unmasked Estep Score: -11755358.000000 Penalty: 5561.397949 Iteration 42Q: 3 clusters Score -1.175536e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 56987 members Entering Unmasked Estep Score: -11755629.000000 Penalty: 5561.397949 Iteration 43Q: 3 clusters Score -1.175563e+07 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15988 members Mstep: Class 2 contains 58062 members Entering Unmasked Estep Score: -11755943.000000 Penalty: 5561.397949 Iteration 44Q: 3 clusters Score -1.175594e+07 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 59157 members Entering Unmasked Estep Score: -11756260.000000 Penalty: 5561.397949 Iteration 45Q: 3 clusters Score -1.175626e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 60259 members Entering Unmasked Estep Score: -11756580.000000 Penalty: 5561.397949 Iteration 46Q: 3 clusters Score -1.175658e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 61387 members Entering Unmasked Estep Score: -11756984.000000 Penalty: 5561.397949 Iteration 47Q: 3 clusters Score -1.175698e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 62493 members Entering Unmasked Estep Score: -11757349.000000 Penalty: 5561.397949 Iteration 48Q: 3 clusters Score -1.175735e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 63564 members Entering Unmasked Estep Score: -11757724.000000 Penalty: 5561.397949 Iteration 49Q: 3 clusters Score -1.175772e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 64598 members Entering Unmasked Estep Score: -11758117.000000 Penalty: 5561.397949 Iteration 50Q: 3 clusters Score -1.175812e+07 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 65555 members Entering Unmasked Estep Score: -11758402.000000 Penalty: 5561.397949 Iteration 51Q: 3 clusters Score -1.17584e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 66475 members Entering Unmasked Estep Score: -11758729.000000 Penalty: 5561.397949 Iteration 52Q: 3 clusters Score -1.175873e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 67299 members Entering Unmasked Estep Score: -11759044.000000 Penalty: 5561.397949 Iteration 53Q: 3 clusters Score -1.175904e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 68004 members Entering Unmasked Estep Score: -11759242.000000 Penalty: 5561.397949 Iteration 54Q: 3 clusters Score -1.175924e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 68659 members Entering Unmasked Estep Score: -11759455.000000 Penalty: 5561.397949 Iteration 55Q: 3 clusters Score -1.175946e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 69183 members Entering Unmasked Estep Score: -11759586.000000 Penalty: 5561.397949 Iteration 56Q: 3 clusters Score -1.175959e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 69640 members Entering Unmasked Estep Score: -11759757.000000 Penalty: 5561.397949 Iteration 57Q: 3 clusters Score -1.175976e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 70007 members Entering Unmasked Estep Score: -11759866.000000 Penalty: 5561.397949 Iteration 58Q: 3 clusters Score -1.175987e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 70324 members Entering Unmasked Estep Score: -11759975.000000 Penalty: 5561.397949 Iteration 59Q: 3 clusters Score -1.175998e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 70627 members Entering Unmasked Estep Score: -11760110.000000 Penalty: 5561.397949 Iteration 60F: 3 clusters Score -1.176011e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 70878 members Entering Unmasked Estep Score: -11760202.000000 Penalty: 5561.397949 Iteration 61Q: 3 clusters Score -1.17602e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 71075 members Entering Unmasked Estep Score: -11760266.000000 Penalty: 5561.397949 Iteration 62Q: 3 clusters Score -1.176027e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 71257 members Entering Unmasked Estep Score: -11760385.000000 Penalty: 5561.397949 Iteration 63Q: 3 clusters Score -1.176038e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 71412 members Entering Unmasked Estep Score: -11760464.000000 Penalty: 5561.397949 Iteration 64Q: 3 clusters Score -1.176046e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 71540 members Entering Unmasked Estep Score: -11760578.000000 Penalty: 5561.397949 Iteration 65Q: 3 clusters Score -1.176058e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 71651 members Entering Unmasked Estep Score: -11760725.000000 Penalty: 5561.397949 Iteration 66Q: 3 clusters Score -1.176072e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 71741 members Entering Unmasked Estep Score: -11760841.000000 Penalty: 5561.397949 Iteration 67Q: 3 clusters Score -1.176084e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 71789 members Entering Unmasked Estep Score: -11760911.000000 Penalty: 5561.397949 Iteration 68Q: 3 clusters Score -1.176091e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 71835 members Entering Unmasked Estep Score: -11760990.000000 Penalty: 5561.397949 Iteration 69Q: 3 clusters Score -1.176099e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 71866 members Entering Unmasked Estep Score: -11761098.000000 Penalty: 5561.397949 Iteration 70Q: 3 clusters Score -1.17611e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 71874 members Entering Unmasked Estep Score: -11761196.000000 Penalty: 5561.397949 Iteration 71Q: 3 clusters Score -1.17612e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 71871 members Entering Unmasked Estep Score: -11761271.000000 Penalty: 5561.397949 Iteration 72Q: 3 clusters Score -1.176127e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 71863 members Entering Unmasked Estep Score: -11761306.000000 Penalty: 5561.397949 Iteration 73Q: 3 clusters Score -1.176131e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 71846 members Entering Unmasked Estep Score: -11761337.000000 Penalty: 5561.397949 Iteration 74Q: 3 clusters Score -1.176134e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 71813 members Entering Unmasked Estep Score: -11761391.000000 Penalty: 5561.397949 Iteration 75Q: 3 clusters Score -1.176139e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 71767 members Entering Unmasked Estep Score: -11761434.000000 Penalty: 5561.397949 Iteration 76Q: 3 clusters Score -1.176143e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 71733 members Entering Unmasked Estep Score: -11761482.000000 Penalty: 5561.397949 Iteration 77Q: 3 clusters Score -1.176148e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 71691 members Entering Unmasked Estep Score: -11761515.000000 Penalty: 5561.397949 Iteration 78Q: 3 clusters Score -1.176152e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 71655 members Entering Unmasked Estep Score: -11761557.000000 Penalty: 5561.397949 Iteration 79Q: 3 clusters Score -1.176156e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 71610 members Entering Unmasked Estep Score: -11761583.000000 Penalty: 5561.397949 Iteration 80F: 3 clusters Score -1.176158e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 71566 members Entering Unmasked Estep Score: -11761616.000000 Penalty: 5561.397949 Iteration 81Q: 3 clusters Score -1.176162e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 71534 members Entering Unmasked Estep Score: -11761628.000000 Penalty: 5561.397949 Iteration 82Q: 3 clusters Score -1.176163e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 71506 members Entering Unmasked Estep Score: -11761645.000000 Penalty: 5561.397949 Iteration 83Q: 3 clusters Score -1.176164e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 71481 members Entering Unmasked Estep Score: -11761657.000000 Penalty: 5561.397949 Iteration 84Q: 3 clusters Score -1.176166e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 71458 members Entering Unmasked Estep Score: -11761657.000000 Penalty: 5561.397949 Iteration 85Q: 3 clusters Score -1.176166e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 71434 members Entering Unmasked Estep Score: -11761667.000000 Penalty: 5561.397949 Iteration 86Q: 3 clusters Score -1.176167e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 71409 members Entering Unmasked Estep Score: -11761645.000000 Penalty: 5561.397949 Iteration 87Q: 3 clusters Score -1.176164e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 71393 members Entering Unmasked Estep Score: -11761662.000000 Penalty: 5561.397949 Iteration 88Q: 3 clusters Score -1.176166e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 71382 members Entering Unmasked Estep Score: -11761669.000000 Penalty: 5561.397949 Iteration 89Q: 3 clusters Score -1.176167e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 71377 members Entering Unmasked Estep Score: -11761660.000000 Penalty: 5561.397949 Iteration 90Q: 3 clusters Score -1.176166e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 71368 members Entering Unmasked Estep Score: -11761654.000000 Penalty: 5561.397949 Iteration 91Q: 3 clusters Score -1.176165e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 71362 members Entering Unmasked Estep Score: -11761668.000000 Penalty: 5561.397949 Iteration 92Q: 3 clusters Score -1.176167e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 71356 members Entering Unmasked Estep Score: -11761658.000000 Penalty: 5561.397949 Iteration 93Q: 3 clusters Score -1.176166e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 71358 members Entering Unmasked Estep Score: -11761657.000000 Penalty: 5561.397949 Iteration 94Q: 3 clusters Score -1.176166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 71356 members Entering Unmasked Estep Score: -11761655.000000 Penalty: 5561.397949 Iteration 95Q: 3 clusters Score -1.176166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 71354 members Entering Unmasked Estep Score: -11761651.000000 Penalty: 5561.397949 Iteration 96Q: 3 clusters Score -1.176165e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 71353 members Entering Unmasked Estep Score: -11761661.000000 Penalty: 5561.397949 Iteration 97Q: 3 clusters Score -1.176166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 71351 members Entering Unmasked Estep Score: -11761661.000000 Penalty: 5561.397949 Iteration 98Q: 3 clusters Score -1.176166e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 71351 members Entering Unmasked Estep Score: -11761661.000000 Penalty: 5561.397949 Iteration 99F: 3 clusters Score -1.176166e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Entering Unmasked Estep Score: -268464.000000 Penalty: 1846.318604 Iteration 0F: 2 clusters Score -268464 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 827 members Entering Unmasked Estep Score: -266041.375000 Penalty: 3692.637207 Iteration 0F: 3 clusters Score -266041.4 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -266482.906250 Penalty: 3692.637207 Iteration 1F: 3 clusters Score -266482.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -266642.625000 Penalty: 3692.637207 Iteration 2F: 3 clusters Score -266642.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -266775.625000 Penalty: 3692.637207 Iteration 3F: 3 clusters Score -266775.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -266919.437500 Penalty: 3692.637207 Iteration 4F: 3 clusters Score -266919.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -267035.000000 Penalty: 3692.637207 Iteration 5Q: 3 clusters Score -267035 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -267127.750000 Penalty: 3692.637207 Iteration 6Q: 3 clusters Score -267127.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -267187.875000 Penalty: 3692.637207 Iteration 7Q: 3 clusters Score -267187.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -267247.343750 Penalty: 3692.637207 Iteration 8Q: 3 clusters Score -267247.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -267321.093750 Penalty: 3692.637207 Iteration 9Q: 3 clusters Score -267321.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -267368.500000 Penalty: 3692.637207 Iteration 10Q: 3 clusters Score -267368.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -267398.156250 Penalty: 3692.637207 Iteration 11Q: 3 clusters Score -267398.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -267417.156250 Penalty: 3692.637207 Iteration 12Q: 3 clusters Score -267417.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -267435.968750 Penalty: 3692.637207 Iteration 13Q: 3 clusters Score -267436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -267448.250000 Penalty: 3692.637207 Iteration 14Q: 3 clusters Score -267448.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -267455.687500 Penalty: 3692.637207 Iteration 15Q: 3 clusters Score -267455.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -267461.656250 Penalty: 3692.637207 Iteration 16Q: 3 clusters Score -267461.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -267465.250000 Penalty: 3692.637207 Iteration 17Q: 3 clusters Score -267465.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -267471.531250 Penalty: 3692.637207 Iteration 18Q: 3 clusters Score -267471.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -267477.312500 Penalty: 3692.637207 Iteration 19Q: 3 clusters Score -267477.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -267482.937500 Penalty: 3692.637207 Iteration 20F: 3 clusters Score -267482.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -267487.843750 Penalty: 3692.637207 Iteration 21Q: 3 clusters Score -267487.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -267488.875000 Penalty: 3692.637207 Iteration 22Q: 3 clusters Score -267488.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -267490.843750 Penalty: 3692.637207 Iteration 23Q: 3 clusters Score -267490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -267492.937500 Penalty: 3692.637207 Iteration 24Q: 3 clusters Score -267492.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -267492.937500 Penalty: 3692.637207 Iteration 25F: 3 clusters Score -267492.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95929 members Entering Unmasked Estep Score: -16056492.000000 Penalty: 2844.898193 Iteration 0F: 2 clusters Score -1.605649e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48142 members Mstep: Class 2 contains 47787 members Entering Unmasked Estep Score: -16003518.000000 Penalty: 5689.796387 Iteration 0F: 3 clusters Score -1.600352e+07 nChanged 45354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49964 members Mstep: Class 2 contains 45965 members Entering Unmasked Estep Score: -16029576.000000 Penalty: 5689.796387 Iteration 1F: 3 clusters Score -1.602958e+07 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51412 members Mstep: Class 2 contains 44517 members Entering Unmasked Estep Score: -16030399.000000 Penalty: 5689.796387 Iteration 2Q: 3 clusters Score -1.60304e+07 nChanged 3409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53471 members Mstep: Class 2 contains 42458 members Entering Unmasked Estep Score: -16031387.000000 Penalty: 5689.796387 Iteration 3Q: 3 clusters Score -1.603139e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56624 members Mstep: Class 2 contains 39305 members Entering Unmasked Estep Score: -16032911.000000 Penalty: 5689.796387 Iteration 4Q: 3 clusters Score -1.603291e+07 nChanged 5097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61139 members Mstep: Class 2 contains 34790 members Entering Unmasked Estep Score: -16035258.000000 Penalty: 5689.796387 Iteration 5F: 3 clusters Score -1.603526e+07 nChanged 6434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67217 members Mstep: Class 2 contains 28712 members Entering Unmasked Estep Score: -16038993.000000 Penalty: 5689.796387 Iteration 6F: 3 clusters Score -1.603899e+07 nChanged 7436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74465 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -16043518.000000 Penalty: 5689.796387 Iteration 7F: 3 clusters Score -1.604352e+07 nChanged 7004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81297 members Mstep: Class 2 contains 14632 members Entering Unmasked Estep Score: -16047694.000000 Penalty: 5689.796387 Iteration 8F: 3 clusters Score -1.604769e+07 nChanged 5469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86668 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -16050254.000000 Penalty: 5689.796387 Iteration 9F: 3 clusters Score -1.605025e+07 nChanged 3567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90175 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -16052371.000000 Penalty: 5689.796387 Iteration 10Q: 3 clusters Score -1.605237e+07 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92406 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -16053379.000000 Penalty: 5689.796387 Iteration 11Q: 3 clusters Score -1.605338e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93670 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -16053990.000000 Penalty: 5689.796387 Iteration 12Q: 3 clusters Score -1.605399e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94357 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -16054236.000000 Penalty: 5689.796387 Iteration 13Q: 3 clusters Score -1.605424e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94699 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -16054420.000000 Penalty: 5689.796387 Iteration 14Q: 3 clusters Score -1.605442e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94898 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -16054494.000000 Penalty: 5689.796387 Iteration 15Q: 3 clusters Score -1.605449e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95012 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -16054573.000000 Penalty: 5689.796387 Iteration 16Q: 3 clusters Score -1.605457e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95088 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -16054632.000000 Penalty: 5689.796387 Iteration 17Q: 3 clusters Score -1.605463e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95144 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -16054670.000000 Penalty: 5689.796387 Iteration 18Q: 3 clusters Score -1.605467e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95184 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -16054707.000000 Penalty: 5689.796387 Iteration 19Q: 3 clusters Score -1.605471e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95207 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -16054727.000000 Penalty: 5689.796387 Iteration 20F: 3 clusters Score -1.605473e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95223 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -16054742.000000 Penalty: 5689.796387 Iteration 21Q: 3 clusters Score -1.605474e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95234 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -16054755.000000 Penalty: 5689.796387 Iteration 22Q: 3 clusters Score -1.605476e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95242 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -16054772.000000 Penalty: 5689.796387 Iteration 23Q: 3 clusters Score -1.605477e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95264 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -16054779.000000 Penalty: 5689.796387 Iteration 24Q: 3 clusters Score -1.605478e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95272 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -16054762.000000 Penalty: 5689.796387 Iteration 25Q: 3 clusters Score -1.605476e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95280 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -16054774.000000 Penalty: 5689.796387 Iteration 26Q: 3 clusters Score -1.605477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95283 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -16054789.000000 Penalty: 5689.796387 Iteration 27Q: 3 clusters Score -1.605479e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95288 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -16054787.000000 Penalty: 5689.796387 Iteration 28Q: 3 clusters Score -1.605479e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95296 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -16054783.000000 Penalty: 5689.796387 Iteration 29Q: 3 clusters Score -1.605478e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95304 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -16054776.000000 Penalty: 5689.796387 Iteration 30Q: 3 clusters Score -1.605478e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95315 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -16054770.000000 Penalty: 5689.796387 Iteration 31Q: 3 clusters Score -1.605477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95320 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -16054771.000000 Penalty: 5689.796387 Iteration 32Q: 3 clusters Score -1.605477e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95320 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -16054787.000000 Penalty: 5689.796387 Iteration 33Q: 3 clusters Score -1.605479e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95323 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -16054789.000000 Penalty: 5689.796387 Iteration 34Q: 3 clusters Score -1.605479e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95327 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -16054805.000000 Penalty: 5689.796387 Iteration 35Q: 3 clusters Score -1.60548e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95332 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -16054800.000000 Penalty: 5689.796387 Iteration 36Q: 3 clusters Score -1.60548e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95339 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -16054803.000000 Penalty: 5689.796387 Iteration 37Q: 3 clusters Score -1.60548e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95343 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -16054803.000000 Penalty: 5689.796387 Iteration 38Q: 3 clusters Score -1.60548e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95344 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -16054798.000000 Penalty: 5689.796387 Iteration 39Q: 3 clusters Score -1.60548e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95344 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -16054800.000000 Penalty: 5689.796387 Iteration 40F: 3 clusters Score -1.60548e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Entering Unmasked Estep Score: -15479.212891 Penalty: 1357.123047 Iteration 0F: 2 clusters Score -15479.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -14504.666992 Penalty: 2714.246094 Iteration 0F: 3 clusters Score -14504.67 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14907.733398 Penalty: 2714.246094 Iteration 1F: 3 clusters Score -14907.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -15500.356445 Penalty: 2714.246094 Iteration 2F: 3 clusters Score -15500.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -16269.574219 Penalty: 2714.246094 Iteration 3F: 3 clusters Score -16269.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -16653.576172 Penalty: 2714.246094 Iteration 4Q: 3 clusters Score -16653.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -16690.867188 Penalty: 2714.246094 Iteration 5Q: 3 clusters Score -16690.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -16705.976562 Penalty: 2714.246094 Iteration 6Q: 3 clusters Score -16705.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -16736.001953 Penalty: 2714.246094 Iteration 7Q: 3 clusters Score -16736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -16740.484375 Penalty: 2714.246094 Iteration 8F: 3 clusters Score -16740.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -16904.685547 Penalty: 2714.246094 Iteration 9Q: 3 clusters Score -16904.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -16970.771484 Penalty: 2714.246094 Iteration 10Q: 3 clusters Score -16970.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -16996.101562 Penalty: 2714.246094 Iteration 11Q: 3 clusters Score -16996.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -17018.544922 Penalty: 2714.246094 Iteration 12Q: 3 clusters Score -17018.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -17018.544922 Penalty: 2714.246094 Iteration 13F: 3 clusters Score -17018.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4380 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 69601 members Mstep: Class 5 contains 67420 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 23685 members Mstep: Class 8 contains 72681 members Mstep: Class 9 contains 1929 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 12338 members Mstep: Class 13 contains 30155 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 6512 members Mstep: Class 16 contains 41169 members Mstep: Class 17 contains 92 members Mstep: Class 18 contains 23627 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 140 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 37615 members Mstep: Class 23 contains 74050 members Mstep: Class 24 contains 1711 members Mstep: Class 25 contains 95929 members Mstep: Class 26 contains 146 members Mstep: Class 27 contains 356 members Mstep: Class 28 contains 68973 members Mstep: Class 29 contains 474 members Mstep: Class 30 contains 451 members Mstep: Class 31 contains 422 members Mstep: Class 32 contains 194 members Entering Unmasked Estep Score: -106709424.000000 Penalty: 106312.351562 Splitting cluster 26 changes total score from -106709800.000000 to -106709424.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -50501.730469 Penalty: 1456.982910 Iteration 0F: 2 clusters Score -50501.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49181.824219 Penalty: 2913.965820 Iteration 0F: 3 clusters Score -49181.82 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -49348.445312 Penalty: 2913.965820 Iteration 1F: 3 clusters Score -49348.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -49426.601562 Penalty: 2913.965820 Iteration 2F: 3 clusters Score -49426.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -49473.246094 Penalty: 2913.965820 Iteration 3Q: 3 clusters Score -49473.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -49486.621094 Penalty: 2913.965820 Iteration 4Q: 3 clusters Score -49486.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49505.046875 Penalty: 2913.965820 Iteration 5Q: 3 clusters Score -49505.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -49539.726562 Penalty: 2913.965820 Iteration 6Q: 3 clusters Score -49539.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -49544.421875 Penalty: 2913.965820 Iteration 7Q: 3 clusters Score -49544.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -49549.601562 Penalty: 2913.965820 Iteration 8Q: 3 clusters Score -49549.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -49562.878906 Penalty: 2913.965820 Iteration 9Q: 3 clusters Score -49562.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -49562.878906 Penalty: 2913.965820 Iteration 10F: 3 clusters Score -49562.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (68973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68973 members Entering Unmasked Estep Score: -11423713.000000 Penalty: 2763.084473 Iteration 0F: 2 clusters Score -1.142371e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34471 members Mstep: Class 2 contains 34502 members Entering Unmasked Estep Score: -11377784.000000 Penalty: 5526.168945 Iteration 0F: 3 clusters Score -1.137778e+07 nChanged 32375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34290 members Mstep: Class 2 contains 34683 members Entering Unmasked Estep Score: -11395818.000000 Penalty: 5526.168945 Iteration 1F: 3 clusters Score -1.139582e+07 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34280 members Mstep: Class 2 contains 34693 members Entering Unmasked Estep Score: -11396529.000000 Penalty: 5526.168945 Iteration 2Q: 3 clusters Score -1.139653e+07 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34298 members Mstep: Class 2 contains 34675 members Entering Unmasked Estep Score: -11397070.000000 Penalty: 5526.168945 Iteration 3Q: 3 clusters Score -1.139707e+07 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34402 members Mstep: Class 2 contains 34571 members Entering Unmasked Estep Score: -11397542.000000 Penalty: 5526.168945 Iteration 4Q: 3 clusters Score -1.139754e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34620 members Mstep: Class 2 contains 34353 members Entering Unmasked Estep Score: -11398201.000000 Penalty: 5526.168945 Iteration 5Q: 3 clusters Score -1.13982e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34980 members Mstep: Class 2 contains 33993 members Entering Unmasked Estep Score: -11399211.000000 Penalty: 5526.168945 Iteration 6Q: 3 clusters Score -1.139921e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35445 members Mstep: Class 2 contains 33528 members Entering Unmasked Estep Score: -11400426.000000 Penalty: 5526.168945 Iteration 7Q: 3 clusters Score -1.140043e+07 nChanged 3188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36159 members Mstep: Class 2 contains 32814 members Entering Unmasked Estep Score: -11401756.000000 Penalty: 5526.168945 Iteration 8Q: 3 clusters Score -1.140176e+07 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37063 members Mstep: Class 2 contains 31910 members Entering Unmasked Estep Score: -11403166.000000 Penalty: 5526.168945 Iteration 9Q: 3 clusters Score -1.140317e+07 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38041 members Mstep: Class 2 contains 30932 members Entering Unmasked Estep Score: -11404508.000000 Penalty: 5526.168945 Iteration 10Q: 3 clusters Score -1.140451e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39145 members Mstep: Class 2 contains 29828 members Entering Unmasked Estep Score: -11405782.000000 Penalty: 5526.168945 Iteration 11Q: 3 clusters Score -1.140578e+07 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40334 members Mstep: Class 2 contains 28639 members Entering Unmasked Estep Score: -11407096.000000 Penalty: 5526.168945 Iteration 12Q: 3 clusters Score -1.14071e+07 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41655 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -11408900.000000 Penalty: 5526.168945 Iteration 13Q: 3 clusters Score -1.14089e+07 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43035 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -11410505.000000 Penalty: 5526.168945 Iteration 14Q: 3 clusters Score -1.14105e+07 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44337 members Mstep: Class 2 contains 24636 members Entering Unmasked Estep Score: -11411712.000000 Penalty: 5526.168945 Iteration 15Q: 3 clusters Score -1.141171e+07 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45636 members Mstep: Class 2 contains 23337 members Entering Unmasked Estep Score: -11412426.000000 Penalty: 5526.168945 Iteration 16Q: 3 clusters Score -1.141243e+07 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46933 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -11412986.000000 Penalty: 5526.168945 Iteration 17Q: 3 clusters Score -1.141299e+07 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48293 members Mstep: Class 2 contains 20680 members Entering Unmasked Estep Score: -11413575.000000 Penalty: 5526.168945 Iteration 18Q: 3 clusters Score -1.141358e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49667 members Mstep: Class 2 contains 19306 members Entering Unmasked Estep Score: -11414194.000000 Penalty: 5526.168945 Iteration 19Q: 3 clusters Score -1.141419e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51023 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -11414845.000000 Penalty: 5526.168945 Iteration 20F: 3 clusters Score -1.141484e+07 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52342 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -11415392.000000 Penalty: 5526.168945 Iteration 21Q: 3 clusters Score -1.141539e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53689 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -11416007.000000 Penalty: 5526.168945 Iteration 22Q: 3 clusters Score -1.141601e+07 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54960 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -11416691.000000 Penalty: 5526.168945 Iteration 23Q: 3 clusters Score -1.141669e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56217 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -11417256.000000 Penalty: 5526.168945 Iteration 24Q: 3 clusters Score -1.141726e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57379 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -11417926.000000 Penalty: 5526.168945 Iteration 25Q: 3 clusters Score -1.141793e+07 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58426 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -11418467.000000 Penalty: 5526.168945 Iteration 26Q: 3 clusters Score -1.141847e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59409 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -11418977.000000 Penalty: 5526.168945 Iteration 27Q: 3 clusters Score -1.141898e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60277 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -11419394.000000 Penalty: 5526.168945 Iteration 28Q: 3 clusters Score -1.141939e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61034 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -11419772.000000 Penalty: 5526.168945 Iteration 29Q: 3 clusters Score -1.141977e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61650 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -11419992.000000 Penalty: 5526.168945 Iteration 30Q: 3 clusters Score -1.141999e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62218 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -11420173.000000 Penalty: 5526.168945 Iteration 31Q: 3 clusters Score -1.142017e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62712 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -11420364.000000 Penalty: 5526.168945 Iteration 32Q: 3 clusters Score -1.142036e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63136 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -11420516.000000 Penalty: 5526.168945 Iteration 33Q: 3 clusters Score -1.142052e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63542 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -11420678.000000 Penalty: 5526.168945 Iteration 34Q: 3 clusters Score -1.142068e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63959 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -11420922.000000 Penalty: 5526.168945 Iteration 35Q: 3 clusters Score -1.142092e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64339 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -11421092.000000 Penalty: 5526.168945 Iteration 36Q: 3 clusters Score -1.142109e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64701 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -11421242.000000 Penalty: 5526.168945 Iteration 37Q: 3 clusters Score -1.142124e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65031 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -11421379.000000 Penalty: 5526.168945 Iteration 38Q: 3 clusters Score -1.142138e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65310 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -11421506.000000 Penalty: 5526.168945 Iteration 39Q: 3 clusters Score -1.142151e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65549 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -11421607.000000 Penalty: 5526.168945 Iteration 40F: 3 clusters Score -1.142161e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65763 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -11421710.000000 Penalty: 5526.168945 Iteration 41Q: 3 clusters Score -1.142171e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65938 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -11421759.000000 Penalty: 5526.168945 Iteration 42Q: 3 clusters Score -1.142176e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66103 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -11421797.000000 Penalty: 5526.168945 Iteration 43Q: 3 clusters Score -1.14218e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66240 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -11421832.000000 Penalty: 5526.168945 Iteration 44Q: 3 clusters Score -1.142183e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66364 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -11421855.000000 Penalty: 5526.168945 Iteration 45Q: 3 clusters Score -1.142186e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66471 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -11421882.000000 Penalty: 5526.168945 Iteration 46Q: 3 clusters Score -1.142188e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66564 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -11421900.000000 Penalty: 5526.168945 Iteration 47Q: 3 clusters Score -1.14219e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66637 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -11421900.000000 Penalty: 5526.168945 Iteration 48Q: 3 clusters Score -1.14219e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66698 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -11421908.000000 Penalty: 5526.168945 Iteration 49Q: 3 clusters Score -1.142191e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66754 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -11421908.000000 Penalty: 5526.168945 Iteration 50Q: 3 clusters Score -1.142191e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66797 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -11421921.000000 Penalty: 5526.168945 Iteration 51Q: 3 clusters Score -1.142192e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66845 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -11421913.000000 Penalty: 5526.168945 Iteration 52Q: 3 clusters Score -1.142191e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66890 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -11421916.000000 Penalty: 5526.168945 Iteration 53Q: 3 clusters Score -1.142192e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66914 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -11421939.000000 Penalty: 5526.168945 Iteration 54Q: 3 clusters Score -1.142194e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66931 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -11421934.000000 Penalty: 5526.168945 Iteration 55Q: 3 clusters Score -1.142193e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66951 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -11421949.000000 Penalty: 5526.168945 Iteration 56Q: 3 clusters Score -1.142195e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66965 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -11421930.000000 Penalty: 5526.168945 Iteration 57Q: 3 clusters Score -1.142193e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66982 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -11421938.000000 Penalty: 5526.168945 Iteration 58Q: 3 clusters Score -1.142194e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66998 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -11421967.000000 Penalty: 5526.168945 Iteration 59Q: 3 clusters Score -1.142197e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67010 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -11421970.000000 Penalty: 5526.168945 Iteration 60F: 3 clusters Score -1.142197e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67019 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -11421979.000000 Penalty: 5526.168945 Iteration 61Q: 3 clusters Score -1.142198e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67026 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -11421984.000000 Penalty: 5526.168945 Iteration 62Q: 3 clusters Score -1.142198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67032 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -11421968.000000 Penalty: 5526.168945 Iteration 63Q: 3 clusters Score -1.142197e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67035 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -11421975.000000 Penalty: 5526.168945 Iteration 64Q: 3 clusters Score -1.142198e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67039 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -11421980.000000 Penalty: 5526.168945 Iteration 65Q: 3 clusters Score -1.142198e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67043 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -11421973.000000 Penalty: 5526.168945 Iteration 66Q: 3 clusters Score -1.142197e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67051 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -11421965.000000 Penalty: 5526.168945 Iteration 67Q: 3 clusters Score -1.142196e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67060 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -11421978.000000 Penalty: 5526.168945 Iteration 68Q: 3 clusters Score -1.142198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67066 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -11421980.000000 Penalty: 5526.168945 Iteration 69Q: 3 clusters Score -1.142198e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67071 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -11421984.000000 Penalty: 5526.168945 Iteration 70Q: 3 clusters Score -1.142198e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67073 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -11421985.000000 Penalty: 5526.168945 Iteration 71Q: 3 clusters Score -1.142198e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67076 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -11421993.000000 Penalty: 5526.168945 Iteration 72Q: 3 clusters Score -1.142199e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67078 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -11421984.000000 Penalty: 5526.168945 Iteration 73Q: 3 clusters Score -1.142198e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67079 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -11421984.000000 Penalty: 5526.168945 Iteration 74Q: 3 clusters Score -1.142198e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67081 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -11421992.000000 Penalty: 5526.168945 Iteration 75Q: 3 clusters Score -1.142199e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67083 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -11421996.000000 Penalty: 5526.168945 Iteration 76Q: 3 clusters Score -1.1422e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67087 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -11421990.000000 Penalty: 5526.168945 Iteration 77Q: 3 clusters Score -1.142199e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67088 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -11421991.000000 Penalty: 5526.168945 Iteration 78Q: 3 clusters Score -1.142199e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67092 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -11421981.000000 Penalty: 5526.168945 Iteration 79Q: 3 clusters Score -1.142198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67098 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -11421971.000000 Penalty: 5526.168945 Iteration 80F: 3 clusters Score -1.142197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67103 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -11421967.000000 Penalty: 5526.168945 Iteration 81Q: 3 clusters Score -1.142197e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67104 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -11421964.000000 Penalty: 5526.168945 Iteration 82Q: 3 clusters Score -1.142196e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67104 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -11421964.000000 Penalty: 5526.168945 Iteration 83F: 3 clusters Score -1.142196e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -71594.093750 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -71594.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -70172.289062 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -70172.29 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70393.171875 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -70393.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70516.304688 Penalty: 3055.958740 Iteration 2F: 3 clusters Score -70516.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70584.484375 Penalty: 3055.958740 Iteration 3Q: 3 clusters Score -70584.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -70639.929688 Penalty: 3055.958740 Iteration 4Q: 3 clusters Score -70639.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -70662.523438 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -70662.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -70691.351562 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -70691.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -70728.218750 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -70728.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70792.570312 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -70792.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70872.273438 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -70872.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -70986.867188 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -70986.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -71014.476562 Penalty: 3055.958740 Iteration 11Q: 3 clusters Score -71014.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -71030.304688 Penalty: 3055.958740 Iteration 12Q: 3 clusters Score -71030.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -71038.937500 Penalty: 3055.958740 Iteration 13Q: 3 clusters Score -71038.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -71051.742188 Penalty: 3055.958740 Iteration 14Q: 3 clusters Score -71051.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -71066.156250 Penalty: 3055.958740 Iteration 15Q: 3 clusters Score -71066.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -71084.062500 Penalty: 3055.958740 Iteration 16Q: 3 clusters Score -71084.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -71113.234375 Penalty: 3055.958740 Iteration 17Q: 3 clusters Score -71113.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -71120.125000 Penalty: 3055.958740 Iteration 18Q: 3 clusters Score -71120.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -71123.218750 Penalty: 3055.958740 Iteration 19Q: 3 clusters Score -71123.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -71132.445312 Penalty: 3055.958740 Iteration 20F: 3 clusters Score -71132.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -71136.117188 Penalty: 3055.958740 Iteration 21Q: 3 clusters Score -71136.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -71146.515625 Penalty: 3055.958740 Iteration 22Q: 3 clusters Score -71146.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -71152.039062 Penalty: 3055.958740 Iteration 23Q: 3 clusters Score -71152.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -71152.039062 Penalty: 3055.958740 Iteration 24F: 3 clusters Score -71152.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (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: -60397.984375 Penalty: 1515.643921 Iteration 0F: 2 clusters Score -60397.98 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: -59029.941406 Penalty: 3031.287842 Iteration 0F: 3 clusters Score -59029.94 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -59268.378906 Penalty: 3031.287842 Iteration 1F: 3 clusters Score -59268.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59329.347656 Penalty: 3031.287842 Iteration 2Q: 3 clusters Score -59329.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -59357.875000 Penalty: 3031.287842 Iteration 3Q: 3 clusters Score -59357.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -59405.480469 Penalty: 3031.287842 Iteration 4Q: 3 clusters Score -59405.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -59418.808594 Penalty: 3031.287842 Iteration 5Q: 3 clusters Score -59418.81 nChanged 4 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: -59452.683594 Penalty: 3031.287842 Iteration 6Q: 3 clusters Score -59452.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -59461.105469 Penalty: 3031.287842 Iteration 7Q: 3 clusters Score -59461.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -59481.484375 Penalty: 3031.287842 Iteration 8Q: 3 clusters Score -59481.48 nChanged 5 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: -59495.207031 Penalty: 3031.287842 Iteration 9Q: 3 clusters Score -59495.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59497.093750 Penalty: 3031.287842 Iteration 10Q: 3 clusters Score -59497.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59497.093750 Penalty: 3031.287842 Iteration 11F: 3 clusters Score -59497.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Entering Unmasked Estep Score: -58698.011719 Penalty: 1499.161377 Iteration 0F: 2 clusters Score -58698.01 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 199 members Entering Unmasked Estep Score: -57348.148438 Penalty: 2998.322754 Iteration 0F: 3 clusters Score -57348.15 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -57623.593750 Penalty: 2998.322754 Iteration 1F: 3 clusters Score -57623.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -57694.617188 Penalty: 2998.322754 Iteration 2F: 3 clusters Score -57694.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -57728.867188 Penalty: 2998.322754 Iteration 3Q: 3 clusters Score -57728.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -57755.761719 Penalty: 2998.322754 Iteration 4Q: 3 clusters Score -57755.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -57776.769531 Penalty: 2998.322754 Iteration 5Q: 3 clusters Score -57776.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -57814.589844 Penalty: 2998.322754 Iteration 6Q: 3 clusters Score -57814.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -57832.105469 Penalty: 2998.322754 Iteration 7Q: 3 clusters Score -57832.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -57841.570312 Penalty: 2998.322754 Iteration 8Q: 3 clusters Score -57841.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57846.828125 Penalty: 2998.322754 Iteration 9Q: 3 clusters Score -57846.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -57853.437500 Penalty: 2998.322754 Iteration 10Q: 3 clusters Score -57853.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -57856.640625 Penalty: 2998.322754 Iteration 11Q: 3 clusters Score -57856.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -57856.640625 Penalty: 2998.322754 Iteration 12F: 3 clusters Score -57856.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -20016.755859 Penalty: 1306.428833 Iteration 0F: 2 clusters Score -20016.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -19045.230469 Penalty: 2612.857666 Iteration 0F: 3 clusters Score -19045.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19139.144531 Penalty: 2612.857666 Iteration 1F: 3 clusters Score -19139.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -19173.884766 Penalty: 2612.857666 Iteration 2Q: 3 clusters Score -19173.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19194.724609 Penalty: 2612.857666 Iteration 3Q: 3 clusters Score -19194.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -19196.650391 Penalty: 2612.857666 Iteration 4Q: 3 clusters Score -19196.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -19196.650391 Penalty: 2612.857666 Iteration 5F: 3 clusters Score -19196.65 nChanged 0 --- Evaluating fit on full set of 1972528 points --- Entering Unmasked Estep Score: -319066432.000000 Penalty: 111436.226562 21->32 Clusters: Score -319066432.000000, best is -319136032.000000 Main iterations: 0 (time per=infms) Total iterations: 12466 (time per=443.007363ms) Iterations metric 2: 606065524736.000000 (time per=9.112100ns) Iterations metric 3: 18181980684288.000000 (time per=303.736423ps) That took 5522.529785 seconds.